WO2020237668A1 - Air-conditioning system management method, air-conditioning system control method, storage medium and control platform - Google Patents

Air-conditioning system management method, air-conditioning system control method, storage medium and control platform Download PDF

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Publication number
WO2020237668A1
WO2020237668A1 PCT/CN2019/089655 CN2019089655W WO2020237668A1 WO 2020237668 A1 WO2020237668 A1 WO 2020237668A1 CN 2019089655 W CN2019089655 W CN 2019089655W WO 2020237668 A1 WO2020237668 A1 WO 2020237668A1
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WIPO (PCT)
Prior art keywords
control
information
conditioning system
candidate
air
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PCT/CN2019/089655
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French (fr)
Chinese (zh)
Inventor
王群
李帅龙
梁琳
郑心仕
苏明
王春光
Original Assignee
亿可能源科技(上海)有限公司
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Application filed by 亿可能源科技(上海)有限公司 filed Critical 亿可能源科技(上海)有限公司
Priority to PCT/CN2019/089655 priority Critical patent/WO2020237668A1/en
Priority to CN201980082192.6A priority patent/CN113348330B/en
Publication of WO2020237668A1 publication Critical patent/WO2020237668A1/en

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    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02BCLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO BUILDINGS, e.g. HOUSING, HOUSE APPLIANCES OR RELATED END-USER APPLICATIONS
    • Y02B30/00Energy efficient heating, ventilation or air conditioning [HVAC]
    • Y02B30/70Efficient control or regulation technologies, e.g. for control of refrigerant flow, motor or heating

Definitions

  • This application relates to the field of intelligent control technology, and in particular to a management method, control method, storage medium, and control platform of an air conditioning system.
  • some air-conditioning equipment is used to maintain the environment within an ideal range.
  • air-conditioning equipment needs to constantly adjust the number and mode of operation according to the current passenger flow and ambient temperature to keep the environment in the shopping mall within a comfortable interval.
  • the environmental requirements are also different. If the air conditioners in all parts of the shopping mall are controlled according to the same control method, the environmental requirements of each area cannot be met at the same time. Reduce body comfort, cause energy waste and increase operating costs.
  • the purpose of this application is to provide a management method, control method, storage medium, and control platform for an air-conditioning system to solve the problem of inaccurate environmental control in various areas of buildings in the prior art .
  • the first aspect of this application provides a management method for an air conditioning system in a building, where multiple areas in the building are equipped with end control objects, wherein the management method includes: obtaining future goals Outdoor environment information within a time period; according to the expected environmental conditions of the target area in the plurality of areas and the outdoor environment information, generate a first control scheme for controlling the end control object in the corresponding target area during the target time period ; Present the first control scheme to a terminal display device used by a technician who controls the air conditioning system.
  • the first method for controlling the terminal control object in the corresponding target area is generated based on the expected environmental conditions of the target area in the multiple areas and the outdoor environmental information.
  • the steps of the control scheme include: calculating the target area based on the acquired outdoor environment information, the second candidate operation information of the cold and heat sources in the air conditioning system, and the first candidate operation information of the end control object in the target area Internal indoor environment prediction information; when the calculated indoor environment prediction information satisfies the expected environmental condition, the first control scheme is determined; wherein, the first control scheme includes first candidate operation information that meets the expected environmental condition .
  • the second candidate operation information of the cold and heat sources in the air conditioning system according to the acquired outdoor environment information, and the second candidate operation information of the end control object in the target area A candidate operation information.
  • the step of calculating indoor environment prediction information in the target area includes: extracting pre-built ones corresponding to the target area and containing the first candidate operation information and the second At least one candidate control scheme of candidate operation information; according to the acquired outdoor environment information and the selected candidate control scheme, the indoor environment prediction information in the target area is calculated.
  • the second candidate operation information of the cold and heat sources in the air conditioning system according to the acquired outdoor environment information, and the second candidate operation information of the end control object in the target area A candidate operation information, the step of calculating indoor environment prediction information in the target area includes: preprocessing the outdoor environment information and the second candidate operation information to obtain characteristic information; and inputting the characteristic information into a pre-built corresponding The control model of the control object at the end of the area is obtained, and the first candidate control plan and the corresponding indoor environment prediction information are obtained; wherein, the control model is based on the indoor environment history information in the corresponding area, outdoor environment history information and the corresponding area The historical operation information of the terminal control object is constructed.
  • the indoor environment prediction information when the indoor environment prediction information satisfies the expected environmental condition, it further includes: on the basis of meeting the expected environmental condition, controlling the first candidate The plan is optimized.
  • the step of performing optimization processing on the first candidate control scheme includes: gradually adjusting the first candidate operation information in the first candidate control scheme until adjustment The latter first candidate control scheme meets the optimal conditions set based on the preset preferred conditions and the desired environmental conditions, and the first control scheme is obtained.
  • a second control scheme for controlling the cold and heat sources in the air conditioning system is also determined; wherein, The second control scheme includes second candidate operation information that meets the expected environmental conditions.
  • a second aspect of the present application also provides a control method of an air conditioning system in a building, including: obtaining a first control object for controlling an end control object installed in a target area determined by the management method according to the first aspect of the present application.
  • Control scheme According to the first control scheme, determine the first control information and the first control time for controlling the terminal control object, so as to make the environment in the corresponding target area reach the preset target environment during the preset target period.
  • it further includes at least one of the following steps: outputting a first control instruction to the terminal control object according to the control information and control time; or acquiring and displaying the corresponding target area The first control scheme, and/or the first control information and the first control time of the corresponding area.
  • the second control scheme for controlling the cold and heat source of the air conditioning system as determined by the management method of claim 7 is also obtained; the control method further It includes: determining control information and control time for controlling the cold and heat source according to the second control plan.
  • it further includes at least one of the following steps: outputting a second control instruction to the cold and heat source according to the control information and control time; or acquiring and displaying the second control plan , And/or second control information and second control time.
  • the third aspect of the present application also provides a server, including: an interface unit for data communication with the computer equipment where the control system is located; wherein the control system is used for controlling the air conditioning system of the building; a storage unit for storing At least one program; and a processing unit, configured to call the at least one program to coordinate the interface unit and the storage unit to execute the method for managing an air conditioning system in a building according to any one of the foregoing first aspects.
  • the fourth aspect of the present application provides a computer device for controlling an air conditioning system in a building, including: an interface unit for data communication with a server where a management system is located; wherein the management system is used for generating and providing A management plan for managing the air conditioning system; a storage unit for storing at least one program; and a processing unit for calling the at least one program to coordinate the interface unit and the storage unit to execute any one of the foregoing second aspect The control method of the air conditioning system in the building.
  • a fifth aspect of the present application provides a computer-readable storage medium that stores at least one program, and the at least one program, when called, executes the method for managing an air-conditioning system in a building as described in any one of the foregoing first aspects .
  • a sixth aspect of the present application provides a computer-readable storage medium that stores at least one program that, when invoked, executes the control method of the air conditioning system in a building according to any one of the foregoing second aspects.
  • a seventh aspect of the present application provides a control platform for an air-conditioning system in a building, including: the server as described in the foregoing third aspect and the computer equipment as described in the foregoing fourth aspect.
  • the management method, control method, system, and storage medium of the air-conditioning system of the present application have the following beneficial effects:
  • the management method provided by the present application divides the building into multiple areas according to functions, formats, etc., for each
  • the air conditioning control method of each area is formulated according to the expected environmental conditions of each area to make the area temperature control more accurate.
  • This application is based on the collection of air-conditioning system control schemes for each area, so as to obtain the best management scheme for the air-conditioning system of the entire building to operate within the target period in the future.
  • this application also controls the air-conditioning system by using the acquired management scheme, so that the air-conditioning system can be intelligently controlled.
  • FIG. 1 shows a schematic flowchart of an embodiment of a management method of an air conditioning system according to the present application.
  • FIG. 2 shows a schematic flowchart of an embodiment of the method for managing an air conditioning system in a building of this application.
  • Fig. 3 shows a schematic diagram of a calculation embodiment of the first control scheme in this application.
  • Fig. 4 shows a schematic diagram of another calculation embodiment of the first control scheme in this application.
  • Fig. 5 shows a flow chart of the control method executed based on the acquired first control scheme in this application.
  • Figure 6 shows a schematic diagram of the structure of a server in this application.
  • Figure 7 shows a schematic structural diagram of a computer device in this application.
  • Figure 8 shows a schematic diagram of the architecture of the control platform of the air conditioning system in the building under this application.
  • A, B or C or "A, B and/or C” means "any of the following: A; B; C; A and B; A and C; B and C; A, B and C” .
  • An exception to this definition will only occur when the combination of elements, functions, steps or operations is inherently mutually exclusive in some way.
  • the human body has different body feelings to the air environment under different environmental conditions.
  • the indoor environment's influence on human comfort is mainly related to air cleanliness, air temperature, air humidity, wall temperature, air movement and other parameters. Usually these parameters will vary with factors such as seasons, flow of people, outdoor weather conditions, etc.
  • air-conditioning systems people expect to use the air-conditioning system to keep the values of parameters such as air quality, temperature, and humidity in the human environment within a comfortable range of the human body.
  • a single terminal control object cannot meet the air conditioning requirements of the entire space. Therefore, in an indoor environment, multiple terminal control objects are usually distributed everywhere to make the indoor environment reach the desired environment condition.
  • the installation positions of multiple terminal control objects are set based on the floor or the functions of each area.
  • shopping malls are divided into multiple floors, and the same floors are divided into multiple areas according to business types or shops.
  • the temperature requirements in each area are different. For example, in some noisy or crowded environments such as game areas, a lower temperature is required, while in some quiet environments such as bookstores, the required temperature is relatively high.
  • the air-conditioning system management methods in the prior art are all centralized control, that is, only the overall control method of the mall is provided without considering the temperature requirements of each area. Therefore, there is a need for an air conditioning system control and management method that can meet the respective environmental requirements of each area in the indoor environment, so that each area can achieve its own desired environmental conditions.
  • the present application provides a management method for an air conditioning system in a building.
  • the management method is mainly executed by a management system, and the management system can be executed by a server.
  • the management system may be a software system configured on the server side.
  • the server includes but is not limited to a single server, a server cluster, a distributed server cluster, a cloud server, etc.
  • the server where the management system is located can be configured in a server device located in the computer room on the building side.
  • the single server or server cluster where the management system is located is located in the computer room on the building side.
  • the management system is configured in the cloud server provided by the cloud provider.
  • the cloud server includes a public cloud (Public Cloud) server and a private cloud (Private Cloud) server, where the public or private cloud server includes Software-as-a-Service (Software-as-a-Service, SaaS) ), Platform-as-a-Service (Platform-as-a-Service, PaaS) and Infrastructure-as-a-Service (Infrastructure-as-a-Service, IaaS), etc.
  • the private cloud service terminal is for example Facebook Cloud Computing Service Platform, Amazon Cloud Computing Service Platform, Baidu Cloud Computing Platform, Tencent Cloud Computing Platform, etc.
  • the server is in communication connection with the control system on the building side and the third-party system.
  • the control system is a software system operated by computer equipment installed on the building side, which collects environmental information detected by various sensor devices arranged in the building by means of computer equipment, obtains operating data of the air-conditioning system and reports to the The air conditioning system outputs control commands, etc.
  • temperature sensing devices, humidity sensing devices, smoke detection devices, etc. are distributed on each floor of a building, and the control system obtains environmental information provided by any one or more of the above-mentioned sensing devices and transmits it through a communication network To the management system.
  • the third-party system may be other server or computer equipment that can provide Internet data required by the management system.
  • the management system uses crawler technology to obtain Internet data related to air conditioning system management in the Internet.
  • the Internet data includes, for example, weather forecast information, and/or other information related to the air conditioning system but not obtained from the control system.
  • the air conditioning system in a building can be divided into two parts, a demand side and a supply side.
  • the demand side includes terminal control objects such as fans and humidifiers;
  • the supply side includes cold and heat sources such as chillers and boilers.
  • the types of equipment on the supply side are also different.
  • the demand side corresponds to a fan
  • the supply side corresponds to a chiller or a boiler.
  • the chiller can provide the fan with cold water for heat exchange so that the fan can output cold air
  • the boiler can provide the fan with hot water for heat exchange.
  • the demand side corresponds to a humidifier
  • the supply side corresponds to a water pump, which can provide water for the humidifier to adjust the humidity of the environment where the humidifier is located.
  • FIG. 1 shows a schematic flowchart of an embodiment of a management method of an air conditioning system according to the present application.
  • the management system executes the following steps S110, S120, and S130 (not shown), in order to use the analysis of each area in the indoor environment
  • step S110 outdoor environment information in a target time period in the future is acquired.
  • the outdoor environment information includes weather forecast information acquired through a management system
  • the weather forecast information includes but is not limited to temperature information, humidity information, air cleanliness information, and the like.
  • the management system provides the acquired outdoor environment information to step S120.
  • the indoor space can be composed of several areas, and each area includes at least one terminal control object.
  • the area may be divided according to floors, such as basement, first floor, second floor, and so on.
  • the areas can be divided according to business types, such as shopping areas, leisure areas, etc.
  • the future target time period is a time period during which the air conditioning system is controlled based on the management solution provided by this application. It can be a time point (such as 10 o'clock, 10:30, etc.), or a time gap (such as 10 o'clock-10:10, etc.).
  • the target time period is a time point or time gap determined based on a fixed time interval. For example, the target time period includes 10 am, 10:30, 11, ..., 10 pm.
  • the time point, time gap, and fixed time interval include a certain time point, time gap, fixed time interval that is not reached on the current day, or a certain time point, time gap, fixed time interval of the next day, or a few days in the future A certain time point, time gap, fixed time interval.
  • the target time period is a time point or time interval determined based on an event.
  • the target time period includes a time point or time determined based on business activities, fire drills, weather forecast update events, man-made command events, etc. gap.
  • the target period can take into account multiple target requirements and configure a corresponding target period.
  • the terminal control objects include, but are not limited to, air-conditioning devices such as fans and humidifiers.
  • the terminal control objects are usually installed at various locations in the building to maintain indoor temperature and humidity within a prescribed range. And air cleanliness.
  • the terminal control object is also connected to supply equipment, which includes but is not limited to cold and heat sources, water pumps and other equipment.
  • the supply equipment is usually configured in the air-conditioning room on the building side. The supply equipment can assist the terminal control object to work, so as to regulate the indoor environment more efficiently.
  • a first control scheme for controlling the end control object in the corresponding target area during the target period is generated.
  • the target area is all areas. For example, when the air conditioning system management method of the next day needs to be obtained on the same day, the management method of all areas of the next day needs to be obtained.
  • the target area is a certain area. For example, during the operation of the air-conditioning system, if only the environmental information of a certain area does not meet the expected environmental conditions, only the end control object in the area is required. Control to make the area reach the desired environmental conditions.
  • expected environmental conditions refer to various environmental parameter index information expected to be achieved, including but not limited to temperature information, humidity information, and air cleanliness information.
  • temperature information for example, in summer, the comfortable environment temperature range for the human body is 17-26.1°C, and the air humidity is lower than 70%.
  • the comfortable temperature of the human body will change every season, and correspondingly, the expected environmental conditions will also change.
  • each region has its own expected environmental conditions based on the different types of businesses and the number of people in each region. For example, in a noisy entertainment area, a lower temperature is needed to make people in the area feel more comfortable.
  • the temperature and humidity need to be set within a temperature and humidity range suitable for infants and young children.
  • the management system presets the end control object assembled in each target area, and generates the second control object for the end control object in the corresponding target area according to the difference between the expected environmental conditions of the target area and the outdoor environment information.
  • the management system selects and controls the frequency, gear, etc. of fans in one or more terminal control objects in the target area according to the difference between the indoor temperature conditions in the expected environmental conditions in the target area and the outdoor temperature parameters in the outdoor environment information, and Generate the first control plan and send it to the control system of the air conditioning system in advance for the control system to execute in the target time period.
  • FIG. 2 shows a schematic flow diagram of an obtaining embodiment of an air conditioning system management method in a building of this application.
  • the step S120 includes step S1201 and step S1202.
  • step S1201 based on the acquired outdoor environment information, the second candidate operation information of the cold and heat sources in the air conditioning system, and the first candidate operation information of the end control object in the target area, calculate the Indoor environment forecast information.
  • the parameters that usually affect the indoor environment in the area include the operation information of the terminal control object, the operation information of the cold and heat sources in the air conditioning system, and the outdoor environment information.
  • the operation information of the terminal control object includes, but is not limited to, the operation parameters of the terminal control object (for example: frequency, flow rate, etc.), and the number of operation of the terminal control object.
  • the operating information of the cold and heat sources in the air conditioning system includes, but is not limited to, the operating parameters of the cold and heat sources (for example, frequency, flow, initial value of water temperature, etc.), and the number of cold and heat sources in operation.
  • the indoor environment prediction information in the target area can be calculated with reference to the historical operation information.
  • the historical operation information includes, but is not limited to: the historical operation data, environmental information in the target area when operating according to the historical operation data within the target period, historical outdoor environmental information, At least one of historical related information affecting environmental changes in the target area within a time period.
  • the historical operating data includes, but is not limited to, historical energy consumption data during the operation of the air-conditioning system, information about the technicians operating the air-conditioning system during the historical period, operation data of the technicians operating the air-conditioning system, and any operation during the operation of the air-conditioning system during the historical period. Other relevant information.
  • the environmental information in the target area includes, but is not limited to, temperature information, humidity information, and air cleanliness in the target area when operating according to the historical operating data during the historical period. Degree information, etc.; wherein the environmental information can be monitored instantaneous environmental information or average environmental information.
  • the historical outdoor environment information includes but is not limited to: historical temperature information, historical humidity information, historical illumination information, historical wind information, and the like.
  • the historical related information that affects the environmental changes in the target area during the target time period includes, but is not limited to: historically, during the air-conditioning operation period, the historical information on the flow of people in the target area, historical business activity information, historical holiday information, etc.
  • the technician information includes the number information of the technician.
  • Examples of operating data for technicians operating air-conditioning systems include: operating time, operating authority, equipment numbers and operating parameters for operating the cold and heat sources in the air-conditioning system, equipment numbers and operating parameters of the end control objects corresponding to the target area in the operating air-conditioning system, etc.
  • the first candidate operation information of the target area includes the information of the operator who controls the end control object of the corresponding target area in the historical operation information, the equipment number and operating parameters of the corresponding end control object controlled by the operator, and the operation The execution time under the parameters, etc.
  • the second candidate operation information of the cold and heat source includes the information of the operator who controls the cold and heat source in the historical operation information, the device number and operating parameters of the cold and heat source controlled by the operator, and the execution time under the corresponding operating parameters. It can be seen that after collecting historical operation information for a period of time, multiple candidate control schemes containing first candidate operation information and second candidate operation information can be obtained.
  • the association relationship is determined by the candidate control schemes, and one of the candidate control schemes is selected according to the historical indoor environment information of the corresponding target area.
  • the first candidate operation information in the selected candidate control scheme is configured into the first control scheme.
  • the association relationship determined by the candidate control scheme includes: association based on the operation of the technician: the second candidate operation information of the cold and heat source in the air conditioning system, and the first candidate operation of the terminal control object in each target area Information, and historical outdoor environmental information, historical indoor environmental information corresponding to each target area, etc.
  • the association relationship determined by the candidate control scheme further includes: association according to the historical period corresponding to the target period in the historical operation information: the second candidate operation information of the cold and heat source in the air conditioning system, and the end control object in each target area
  • the first candidate operation information and historical outdoor environment information, historical indoor environment information corresponding to each target area, and historical operation data of technicians.
  • the management system selects candidate control schemes according to the matching conditions of the outdoor environment information in the target period, and calculates the indoor environment prediction information in the corresponding target area in the target period according to the historical indoor environment information of the target area in the candidate control scheme.
  • the number of selected candidate control schemes can be one or more.
  • Each candidate control scheme includes at least the first candidate operation information of the end control object of the corresponding target area, and may also include the second candidate operation information of the cold and heat source.
  • a candidate control plan contains only the first candidate operation information, it means that only the end control objects in the target area can be controlled; when a candidate control plan contains the first candidate operation information and the second candidate information, it means the control target area The end control object and the heat and cold source inside.
  • the number of the target area may be one or more.
  • the management system calculates the indoor environment prediction information in each target area according to the matching degree of the candidate control plan and the historical indoor environment information in each target area.
  • the cold and heat source in the air-conditioning system can provide the terminal control object including but not limited to a cold source, heat source or water source, so that when the target area environment cannot reach the desired environmental conditions only by controlling the terminal control object, the air-conditioning system With the aid of cold and heat sources, the target area environment can reach the desired environmental conditions.
  • the terminal control object may be a fan, and the cold source may provide cold water to the terminal control object.
  • the cold source may be controlled to provide cold water to the terminal control object. Make the fan output low-temperature cold air so that the target area environment can reach the desired environmental conditions.
  • the terminal control object can be a fan, and the heat source can provide hot water for the terminal control object.
  • the terminal control object can be provided with warm water by controlling the heat source.
  • the fan can output warm air so that the environment of the target area can reach the desired environmental conditions.
  • step S1201 further includes: according to a preset order of preferred conditions, extracting at least the pre-built ones corresponding to the target area and containing the first candidate running information and the second candidate running information A candidate control scheme; according to the obtained outdoor environment information and the selected candidate control scheme, the indoor environment prediction information in the target area is calculated.
  • FIG. 3 shows a schematic diagram of a calculation embodiment of the first control scheme in this application.
  • the operation information of the control object and the operation of the cold and heat source at the end of the target area The information lists different candidate operation schemes, and the candidate operation scheme includes the first candidate operation information for the terminal control object in the target area and the second candidate operation information for the cold and heat source.
  • all candidate operation schemes are sorted and iteratively calculated according to preset preferred conditions, and the calculation result is provided to step S1202.
  • the preset preferred conditions include, but are not limited to, preferred conditions set based on energy consumption, or preferred conditions set based on duration.
  • the preferred conditions can be set based on energy consumption, and the candidate operation schemes in the target area are listed according to energy consumption from small to large.
  • the fan as the terminal control object and the chiller as the cold and heat source for example
  • Figure 4 shows a schematic diagram of another calculation embodiment of the first control scheme in this application.
  • each candidate operation scheme includes Different first candidate operation information of the end control object, that is, the fan in the target area, and different second candidate operation information of the cold and heat source, that is, the chiller.
  • step S1202 determines the indoor environment prediction information in the target area when operating according to each candidate control plan, and provide it to step S1202; or according to the energy consumption in descending order Determine the indoor environment prediction information in the corresponding target area when operating according to a candidate control scheme, and execute step S1202.
  • the energy consumption of the operation plan is not considered but only the energy consumption is considered.
  • the length of time spent in running the plan can be set based on the preferred conditions, and each candidate running plan in the target area is listed from less to more according to the time spent.
  • step S1202 the indoor environment prediction information in the target area during the operation of each plan is determined respectively, and provided to step S1202; or according to the time length from short to long, it is determined to run according to a candidate control plan. According to the indoor environment prediction information in the target area, step S1202 is executed.
  • the management system needs to calculate the information about the electrical energy consumed during the control of the air conditioning system in accordance with each candidate operation plan within the corresponding duration described in each candidate operation plan , That is, calculate the energy consumption information consumed to execute each candidate operation plan.
  • the example of the duration corresponds to the update duration of the first control scheme.
  • the electric energy consumption model of each terminal control object and cold and heat source in the air-conditioning system during operation is pre-stored in the management system.
  • the electric energy consumption model may be a software program describing the change of electric energy during the operation of the terminal control object and the cold and heat source.
  • the electric energy consumption model can be pre-built according to the model of each terminal control object and the cold and heat source in the managed air conditioning system.
  • the electric energy energy consumption model can also be obtained by analyzing the electric energy energy consumption sequence obtained by the non-intrusive or invasive electric energy energy consumption detection method.
  • the electrical energy energy consumption detection method includes: performing change point detection on the acquired energy consumption sequence of each area to obtain the change point sequence; based on the pre-obtained electrical energy energy consumption change information corresponding to the change in the operating state of the air conditioning system in each area, Mapping the equipment operating state change event sequence that caused the change point sequence to monitor the energy consumption of the corresponding end control objects and cold and heat sources in the air conditioning system, and then construct the electrical energy of each end control object and the cold and heat sources Consumption model.
  • the electric energy consumption model is used to determine the electric energy consumed by executing each candidate operation scheme. According to the unit type and quantity of each terminal control object and cold and heat source in each candidate operation plan, and use the corresponding electric energy energy consumption model to calculate the electric energy in the corresponding time period.
  • the management system uses the predicted indoor environment forecast information of at least one target area within the predicted target period, weather forecast information obtained from a third party, relevant forecast information affecting changes in the environment in the building, historical operating data, etc.
  • For input parameters generate control instructions for controlling the operation of each terminal control object and cold and heat source configured in the candidate operation plan, and input the control instructions into the corresponding electric energy consumption model to obtain the electric energy consumed by the corresponding candidate operation plan.
  • the method of generating control instructions using input parameters can be pre-built software algorithms based on machine learning algorithms such as decision trees or neural networks. The training method is similar to the aforementioned software algorithms and will not be detailed here.
  • the management system uses the electric energy energy consumption model to calculate the electric energy consumed during the operation of each candidate operation scheme, So that the management system arranges each candidate operation scheme in the order of energy consumption from small to large, and sequentially calculates the indoor environment prediction information in the target area during operation of each candidate operation scheme, and provides it to step S1202.
  • step S1202 when the calculated indoor environment prediction information satisfies the expected environmental condition, the first control scheme is determined; wherein the first control scheme includes first candidate operation information that meets the expected environmental condition.
  • the candidate control scheme that meets the expected environmental conditions calculated first is taken as the first control scheme.
  • the first control scheme should at least include at least one terminal control object in the control target area and its operating parameters, or at least one terminal control object in the control target area, cold and heat sources and respective operating parameters. Please continue to refer to Figure 4, continue to take Figure 4 as an example. Assuming that the expected environmental condition is 28°C, the scheme numbered 9 can meet the expected environmental conditions, and it is determined as the first control scheme.
  • the plan only contains the first candidate operation information, that is, only the end control objects in the control target area and their operation parameters.
  • the scheme numbered 15 can meet the expected environmental conditions, and it is determined as the first control scheme.
  • the first control scheme contains both the first candidate operation information and the second
  • the candidate operation information includes not only the terminal control object and its operating parameters in the control target area, but also the cold and heat source connected to the terminal control object and its operating parameters.
  • step S1201 in order to more accurately determine the change process of the environment in the target area under the corresponding control operation, the management system constructs a control model corresponding to the target area in advance.
  • step S1201 also The method includes the following steps: preprocessing the outdoor environment information and the second candidate operation information to obtain characteristic information; inputting the characteristic information into a pre-built control model of the end control object in the corresponding area, and obtaining the first candidate control Project and corresponding indoor environment prediction information.
  • control model is constructed based on the historical information of the indoor environment, the historical information of the outdoor environment in the corresponding area, and the historical operation information of the terminal control objects in the corresponding area.
  • control model is a software algorithm including a machine learning algorithm such as a decision tree or a neural network; the control model is used to reflect the change of environmental information in the target area over time under the control of the air conditioning system and external weather.
  • At least the machine learning algorithm in the control model can be trained to obtain the parameters of the algorithm through pre-labeled historical operating data, outdoor environment historical information, and historical operating information of terminal control objects in the corresponding area. For example, through the communication connection between the equipment where the management system and the control system are located, the management system first obtains the operating data of the air conditioning system, weather information, and environmental information monitored in the corresponding area from the control system, and combines the obtained The above data is preprocessed into sample data required by the corresponding algorithm and the algorithm is trained to obtain a control model.
  • the preprocessing process is used to convert the acquired information into data that can be processed by an algorithm (such as a control model), that is, feature information, which includes but is not limited to: normalization processing, data conversion according to a preset conversion formula Wait.
  • the feature information includes data with physical meaning and/or data without physical meaning.
  • the data that has no physical meaning in the feature information includes the product of outdoor environment information and second candidate operating information.
  • the preprocessing method may also include processing the acquired current weather information into data with physical meaning such as illumination data, outdoor wet bulb value, dry bulb temperature value, and outdoor relative humidity.
  • the management system uses the control model to determine the first candidate control scheme of the target area under the prediction information within the target time period and the corresponding indoor environment prediction information. For example, when you need to obtain a management plan for a certain period of time, enter the obtained forecast information corresponding to the period, such as weather forecast information and relevant forecast information that affects the environmental changes in the building, etc., through the calculation of the control model, you can get The first candidate control scheme of the target area in this period and the corresponding indoor environment prediction information.
  • each area contains at least one terminal control object
  • at least one first candidate control scheme and corresponding indoor environment prediction information can be calculated through the above-mentioned control model.
  • multiple first candidate control schemes and corresponding indoor environment prediction information are calculated through the above-mentioned control model, multiple first candidate control schemes can be selected, so that the selected first candidate control scheme can be used as the first control Program.
  • the first candidate control scheme may be screened based on preset preferred conditions.
  • the preset preference conditions include, but are not limited to, preference conditions set based on energy consumption, or selection of the first candidate control scheme based on the time required to run the first candidate control scheme. For example, with the goal of minimizing energy consumption, the first candidate control scheme with the least energy consumption can be selected from all the first candidate control schemes that meet the expected environmental conditions, so that the selected first candidate control scheme is used as the first control Program. For another example, when encountering some special conditions such as a sudden increase in the number of people in a target area, it is necessary to quickly adjust the environmental information of the target area. At this time, the energy consumption of the operation plan is not considered but only the energy consumption is considered.
  • the first candidate control plan that can make the corresponding area reach the desired environmental condition in the shortest time can be selected from all the first candidate control plans that meet the desired environmental conditions, so as to The selected first candidate control plan serves as the first control plan.
  • the first candidate control scheme obtained by screening may be further optimized.
  • the indoor environment prediction information satisfies the expected environmental conditions, it further includes: on the basis of meeting the expected environmental conditions, a process of performing optimization processing on the first candidate control scheme.
  • the step of performing optimization processing on the first candidate control scheme includes: gradually adjusting the first candidate operation information in the first candidate control scheme until the adjusted first candidate control scheme The optimal conditions set based on the preset preferred conditions and the expected environmental conditions are met, and the first control scheme is obtained.
  • the optimal condition includes: under the constraint that the calculated indoor environment prediction information satisfies the expected environmental conditions, selecting the candidate control solution with the lowest energy consumption (or the shortest time-consuming) from a preset number of candidate control solutions as the first A control scheme; when the calculated indoor environment prediction information satisfies the expected environmental conditions, when the change gradient of the operating parameters of the terminal control object is less than the preset gradient threshold, the corresponding candidate control scheme is selected as the first control scheme.
  • the first candidate operation information in the first candidate control scheme obtained through the above process is gradually adjusted, and whether the adjusted scheme meets the expected environmental conditions is calculated one by one. For example, suppose that the preset preferred conditions are based on energy consumption settings, and the expected environmental condition is 26°C. Using the control model to preliminarily calculate the first candidate control plan for the target area is to open three terminal control objects: A, B, C.
  • the operating parameter of each terminal control object is 70HZ; to further optimize the first candidate control plan, firstly, when the operating parameters of A are adjusted to 50HZ and the operating parameters of B and C are set to 70HZ, whether the indoor The environmental prediction information reaches 26°C; if it is not satisfied, the first candidate control plan including the operating parameters of each terminal control object of 70HZ will be used as the first control plan; if it is satisfied, continue to adjust the operating parameters of A, B, and C , When the operating parameters of A and B are adjusted to 50HZ, and the operating parameter of C is 70HZ, re-judge whether the indoor environment prediction information can still reach 26°C, if not, it will include the operation of terminal control object A
  • the first candidate control scheme whose parameter is 50HZ and the operating parameters of terminal control objects B and C are 70HZ is used as the first control scheme; if it is satisfied, continue to adjust the operating parameters of the terminal control object until all adjustable operating parameters are traversed or The number of adjustments reaches the preset count threshold.
  • the steps of the optimization processing can be completed by the control model, or by the optimization module of the management system in cooperation with the control model.
  • the control model on the basis of obtaining at least one candidate control plan, adjusts the operating parameters of each candidate control plan one by one until the first candidate control plan with the lowest energy consumption is obtained as the first candidate control plan.
  • the control model obtains at least one candidate control plan, and the optimization module of the management system gradually adjusts the first candidate operation information in the first candidate control plan, and adjusts the adjusted first candidate control plan.
  • the operation information is input into the control model to obtain the corresponding first candidate control plan and the corresponding indoor environment prediction information, until an optimal first candidate control plan is obtained, and the optimal first candidate control plan is taken as the first Control the scheme, and execute step S130.
  • the first candidate operation information includes the number of terminal control objects and their operation parameters.
  • the control model is used to recalculate Under the control of the candidate control plan including the operating parameter w', whether the indoor environment prediction information of the corresponding target area meets the expected environmental conditions, if so, update the upper threshold of the adjustment interval and repeat the above process until the gradient of the operating parameter w'is obtained It is less than the preset gradient threshold, and the operating parameter w min with the smallest gradient is replaced with the operating parameter w in the candidate control scheme, and the first control scheme is obtained.
  • Each candidate control plan also includes a second candidate control plan for the cold and heat source. For example, if the indoor environment prediction information of the target area meets the expected environmental conditions, and the cold and heat sources need to cooperate with the corresponding terminal control objects, then the candidate control plan includes the second candidate control plan of the cold and heat source. For another example, if the indoor environment prediction information of the target area meets the expected environmental conditions, and the cold and heat source does not need to cooperate with the corresponding terminal control object, the second candidate control plan of the cold and heat source included in the candidate control plan is empty.
  • a second control scheme for controlling the cold and heat sources in the air conditioning system is also determined; wherein, the second control scheme includes a second control scheme that meets the expected environmental conditions Second candidate running information.
  • a second control scheme for controlling the cold and heat source is also determined.
  • the terminal control object can be assisted by controlling the cold and heat sources so that the indoor environment prediction information of the target area meets the desired environment condition.
  • one cold and heat source may be simultaneously connected to the end control objects of multiple regions.
  • the influence between the target area and other areas is negligible.
  • the control plan of other areas connected to the cold and heat source should also be adjusted accordingly, so that the The environmental prediction information all meets the expected environmental conditions of each region.
  • the management system adjusts the first candidate operation information of the terminal control object according to the second candidate operation information of the reduced cold and heat source and cooperates with the second candidate operation information of the reduced cold and heat source, and controls the candidate
  • the scheme is optimized, and the first control scheme and the second control scheme are obtained based on the preset optimal conditions.
  • the management method further includes the following step S130 (not shown).
  • step S130 the first control scheme is presented to the terminal display device used by the technician who controls the air conditioning system, so that the technician controls the control system of the air conditioning system to adjust the air conditioning system according to the first control scheme. End control object, or inform a technician that the control system executes the control operation on the corresponding end control object according to the first control scheme.
  • the terminal display device may display a WEB interface or a client interface provided by the management system.
  • the terminal display device includes, but is not limited to: the display screen of the control center of the air conditioning system, the mobile phone used by the technician, and the personal computer.
  • step S130 further includes the step of simultaneously sending the second control scheme and the first control scheme to the control system of the air conditioning system.
  • the first control schemes (or the second control schemes) corresponding to all areas are obtained, and the first control schemes corresponding to each area (Or also including the second control plan) After the collection, the management plan of the air conditioning system of the entire building can be obtained.
  • the first control plan and the second control plan are displayed on the terminal display device; on the other hand, the management system also sends the first control plan and the second control plan to the The system is controlled so that the control system performs control operations on the corresponding terminal control objects and cold and heat sources of the air conditioning system according to the first control scheme and the second control scheme.
  • the control system is set in a computer device that is communicatively connected with the management system.
  • the computer equipment is usually installed on the side of the building or in other computer rooms that can control the air conditioning system in each area of the building.
  • the management system pushes the obtained management plan to the control system for the control system to execute the control operation of the air conditioning system according to or refer to the management plan.
  • the management system may push the obtained management solution to the terminal device used by the operator.
  • the terminal equipment includes, but is not limited to, a computer terminal or a portable terminal for an operator to check mailboxes and files.
  • the operator can refer to the management plan to operate the control system to control the corresponding air conditioning system.
  • the management method sets the expected environmental conditions of each area based on the characteristics of each area in the building, and respectively calculates the air conditioning management plan for each area to achieve the expected environmental conditions.
  • each area in the building can reach its own desired environmental conditions, and more intelligent control is realized, in particular, it provides a management method for the air-conditioning system to operate at the optimal operating cost.
  • FIG. 5 shows a flowchart of the control method executed based on the acquired first control scheme.
  • the air conditioning system after receiving the first control plan, the air conditioning system can be controlled according to the operation information provided by the first control plan.
  • control system is mainly a software system installed in computer equipment.
  • the computer equipment includes, but is not limited to, any of the following: servers, server clusters, computer terminal equipment, mobile terminal equipment, and so on.
  • the computer equipment can be set in the computer room of the control center of the building, or other computer rooms that can control the air conditioning system.
  • the computer device is in communication connection with a server equipped with a management system.
  • the computer equipment is also communicatively connected with data collection devices such as building metering devices and environmental information sensing devices to provide corresponding environmental information, power consumption and other data to the server, so that the server can provide more accurate feedback Management plan.
  • step S210 obtain the first control scheme for controlling the end control object installed in the target area determined in step S130; and in step S220, determine according to the first control scheme to control the end control
  • the first control information and the first control time of the object are used to make the environment in the corresponding target area reach the preset target environment during the preset target period.
  • the acquired first control scheme can be actively pushed to the control system by the management system according to the preset pushing time.
  • the control system generates a request including the demand information based on the demand information input by the operator
  • the management system generates a selection condition based on the request, and obtains from a plurality of candidate control schemes by the selection condition
  • the optimal candidate control scheme is fed back to the control system as the first control scheme.
  • control system may be pre-configured to include a target period in the future and a target of maintaining the environment of multiple areas in the building in the desired environmental conditions within the target period in the future.
  • the terminal control object According to the acquired first control plan, it is necessary to control the corresponding
  • the terminal control object generates control information and control time to be executed.
  • the control information includes, but is not limited to: the equipment type, operating quantity, operating parameters, etc. of the terminal control object.
  • the control time is the target period.
  • the management system further outputs a first control instruction to the terminal control object according to the control information and control time; or obtains and displays the first control plan corresponding to the target area, and/or The first control information and the first control time of the corresponding area.
  • control system may control the terminal control object in the air conditioning system according to the generated control information and control time. For example, before the target time period, the control system obtains the corresponding first control plan and determines the control information and control time (ie the target time period), after monitoring that the system time reaches the control time, that is, the start time period corresponding to the target time period At this time, a control instruction is generated and sent to the air conditioning system according to the control information to control the air conditioning system.
  • control system acquires and displays the first control scheme, and/or the control information and control time.
  • computer equipment where the control system is located may be connected to a display, and the operator can view the first control scheme, and/or the control information and control time through the display.
  • control system displays the acquired first control scheme to the operator through a list or the like for the operator's reference. In other examples, after obtaining the control time and control information based on step S220, the control system displays the control information and control time to the operator for reference. In still other examples, the control system displays the first control scheme, control information, and control time to the operator for reference.
  • the control method further includes: determining to control the cold and heat source according to the second control scheme Control information and control time.
  • the acquired second control scheme can be actively pushed to the control system by the management system according to the preset pushing time.
  • the control system generates a request including the demand information based on the demand information input by the operator
  • the management system generates a selection condition based on the request, and obtains from a plurality of candidate control schemes by the selection condition
  • the optimal candidate control scheme is fed back to the control system as the second control scheme.
  • control system can be pre-configured to include a target period in the future and in the future target period to assist in maintaining the environment of multiple areas in the building in the desired environmental conditions, according to the obtained second control plan, to control the corresponding
  • the cold and heat source generates the control information and control time to be executed.
  • control information includes, but is not limited to: equipment type, operating quantity, operating parameters, etc. of the cold and heat source.
  • the control time is the target period.
  • the management system further outputs a second control instruction to the cold and heat source according to the control information and control time; or obtains and displays the second control scheme and/or second control information And the second control time.
  • control system can control the cold and heat sources in the air conditioning system according to the generated control information and control time. For example, before the target time period, the control system obtains the corresponding second control plan and determines the control information and the control time (ie the target time period), after monitoring that the system time reaches the control time, which is the starting time period corresponding to the target time period At this time, a control instruction is generated and sent to the air conditioning system according to the control information to control the air conditioning system.
  • control system acquires and displays the second control scheme, and/or the control information and control time.
  • computer equipment where the control system is located may be connected to a display, and the operator can view the second control scheme, and/or the control information and control time through the display.
  • control system displays the acquired second control scheme to the operator through a list or the like, for reference by the operator.
  • control system displays the control information and control time to the operator for reference.
  • control system displays the second control plan, control information, and control time to the operator for reference.
  • control method of the air-conditioning system performs the control operation of the air-conditioning system by adopting the acquired first control scheme, so as to realize the optimized control of the air-conditioning system.
  • the server includes but is not limited to a single server, server cluster, distributed server cluster, cloud server, etc.
  • the server can be configured in a server device located in the computer room on the building side.
  • the single server or server cluster is located in the computer room on the building side.
  • the service end is provided by the cloud service end provided by the cloud provider.
  • the cloud server includes a public cloud (Public Cloud) server and a private cloud (Private Cloud) server, where the public or private cloud server includes Software-as-a-Service (Software-as-a-Service, SaaS) ), Platform-as-a-Service (Platform-as-a-Service, PaaS) and Infrastructure-as-a-Service (Infrastructure-as-a-Service, IaaS), etc.
  • the private cloud service terminal is for example Facebook Cloud Computing Service Platform, Amazon Cloud Computing Service Platform, Baidu Cloud Computing Platform, Tencent Cloud Computing Platform, etc.
  • the server is in communication connection with the control system on the building side and the third-party system.
  • the control system is a software system operated by computer equipment installed on the building side, which collects environmental information detected by various sensor devices arranged in the building by means of computer equipment, obtains operating data of the air-conditioning system and reports to the The air conditioning system outputs control commands, etc.
  • temperature sensing devices, humidity sensing devices, smoke detection devices, etc. are distributed on each floor of a building, and the control system obtains environmental information provided by any one or more of the above-mentioned sensing devices and transmits it through a communication network To the management system.
  • the third-party system may be other server or computer equipment that can provide Internet data required by the management system.
  • the management system uses crawler technology to obtain Internet data related to air conditioning system management in the Internet.
  • the Internet data includes, for example, weather forecast information, and/or other information related to the air conditioning system but not obtained from the control system.
  • the server includes an interface unit 14, a storage unit 12, and a processing unit 13.
  • the storage unit 12 includes a non-volatile memory, a storage server, and the like.
  • the non-volatile memory is, for example, a solid state hard disk or a U disk.
  • the storage server is used to store various information related to power consumption and power supply.
  • the interface unit 14 includes a network interface, a data line interface, and the like.
  • the network interface includes, but is not limited to: an Ethernet network interface device, a mobile network (3G, 4G, 5G, etc.)-based network interface device, a short-range communication (WiFi, Bluetooth, etc.)-based network interface device, etc.
  • the data line interface includes but is not limited to: USB interface, RS232, etc.
  • the interface unit is data connected with the control system, third-party system, Internet, etc.
  • the processing unit 13 is connected to the interface unit 14 and the storage unit 12, and includes at least one of a CPU or a chip integrated with the CPU, a programmable logic device (FPGA), and a multi-core processor.
  • the processing unit 13 also includes a memory for temporarily storing data, such as memory and registers.
  • the interface unit 14 is used for data communication with the computer equipment where the control system is located. Wherein, the control system is used to control the air conditioning system of the building.
  • the interface unit 14 is an example of a network card, which can be connected to the computer equipment through the Internet or a dedicated network.
  • the storage unit 12 is used to store at least one program.
  • the storage unit 12 includes, for example, a hard disk set on the server side and stores the at least one program.
  • the interface unit 14 Various information is stored in the storage unit 12.
  • the various information includes the aforementioned weather forecast information, monitored environmental information in the building, and related information that affects environmental changes in the building.
  • the processing unit 13 is configured to call the at least one program to coordinate the interface unit and the storage unit to execute the management method mentioned in any of the foregoing examples. Wherein, the management method is shown in FIG. 1 and the corresponding description, which will not be repeated here.
  • FIG. 7 shows a schematic diagram of the structure of a computer device.
  • the computer equipment includes, but is not limited to, a single server, a server cluster, computer terminal equipment, mobile terminal equipment, and the like.
  • the computer equipment can be set in the computer room on the building side or in other computer rooms that can control the air conditioning system.
  • the computer equipment can be connected to temperature sensing devices, humidity sensing devices, smoke detection devices, etc. distributed on each floor of the building, so that the control system configured in the computer equipment can obtain any one or more of the above
  • the environmental information provided by this sensor device is transmitted to the management system through the communication network.
  • the computer device includes an interface unit 21, a storage unit 22 and a processing unit 23.
  • the storage unit 22 includes a non-volatile memory, a storage server, and the like.
  • the non-volatile memory is, for example, a solid state hard disk or a U disk.
  • the storage server is used to store various information related to power consumption and power supply.
  • the interface unit 21 includes a network interface, a data line interface, and the like.
  • the network interface includes, but is not limited to: an Ethernet network interface device, a mobile network (3G, 4G, 5G, etc.)-based network interface device, a short-range communication (WiFi, Bluetooth, etc.)-based network interface device, etc.
  • the data line interface includes but is not limited to: USB interface, RS232, etc.
  • the interface unit is connected to various sensing devices, third-party systems, the Internet and other data.
  • the processing unit 23 is connected to the interface unit 21 and the storage unit 22, and includes at least one of a CPU or a chip integrated with the CPU, a programmable logic device (FPGA), and a multi-core processor.
  • the processing unit 23 also includes a memory for temporarily storing data, such as memory and registers.
  • the interface unit 14 is used for data communication with a server where a management system is located.
  • the management system is used to generate and provide a control plan for managing the air conditioning system.
  • the server is the server described in FIG. 6 and the corresponding description.
  • the interface unit 21 includes, for example, a network card, which on the one hand communicates with the server through the Internet or a built-up dedicated network, and on the other hand communicates with each sensor device.
  • the interface unit collects environmental information in the building required by the management system, sends the monitored environmental information in the building to the server, and receives the management plan generated by the server based on various information.
  • the interface unit also includes a data interface connected to the air-conditioning system for outputting control commands to the air-conditioning system.
  • the storage unit 22 is used to store at least one program.
  • the storage unit 22 includes, for example, a hard disk provided in a computer device.
  • various information acquired by the interface unit 21 is stored in the storage unit 22 according to the external data acquired during the running of the program. Wherein, the various information includes environmental information and management plans in the monitored building.
  • the processing unit 23 is configured to call the at least one program to coordinate the interface unit and the storage unit to execute the control method mentioned in any of the foregoing examples. Wherein, the control method is shown in FIG. 3 and the corresponding description, which will not be repeated here.
  • this application also provides a control platform.
  • the control platform includes the aforementioned server and computer equipment, which will not be detailed here.
  • the server and the computer device are communicatively connected via the Internet.
  • the server and the computer equipment are both located on the cloud server and are communicatively connected to the controlled air conditioning system.
  • the server and computer equipment are both located in the computer room on the side of the building and control the air conditioning system of the building.
  • the server 31 in the control platform can obtain information related to determining the management plan from the third-party system 33 and the Internet 34, such as obtaining weather forecast information, holiday information, and so on.
  • the server 31 can also use the computer equipment 32 to obtain the monitored environmental information and the power consumption in multiple areas of the building.
  • the computer equipment 32 connects to the sensing device 36 (such as temperature sensor, humidity sensor, smoke sensor, etc.). Sensors, etc.) collect environmental information in multiple areas of the building, and collect the electricity consumption of the building by connecting to a metering device 35 (such as an electric meter).
  • the computer device 32 provides various types of collected information to the server 31.
  • the server 31 trains a control model, an electric energy consumption model, etc. according to various collected information.
  • the server obtains forecast information within a target time period in the future, and the forecast information includes outdoor environmental information and relevant forecast information that affects environmental changes in multiple areas of the building.
  • the server determines the indoor environment prediction information of the target area when each candidate control scheme in the target area is running according to a pre-built control model corresponding to the target area in multiple areas, wherein the candidate control scheme It includes a first control scheme for controlling at least one terminal control object and a second control scheme for controlling cold and heat sources, so as to compare the indoor environment prediction information corresponding to each candidate control scheme with the expected environmental conditions of the target area.
  • the candidate control scheme that meets the preset preference conditions is selected according to the preset preference conditions, and the candidate control scheme is determined as the control scheme of the air-conditioning system, and all The determined control scheme is fed back to the computer equipment; the computer equipment generates control information corresponding to the activation control scheme according to the end control object provided in the control scheme, or the end control object and the cold and heat source, and uses the start time of the target period as The control time, when it is monitored that the time of the local machine reaches the control time, a control instruction generated based on the control information is output to the air conditioning system to activate the control scheme.
  • the present application also provides a computer-readable storage medium that stores at least one program, and the at least one program executes any of the foregoing energy storage management methods when called.
  • the present application also provides a computer-readable storage medium that stores at least one program, and when called, the at least one program executes any one of the aforementioned methods for managing an air conditioning system in a building.
  • the technical solution of the present application essentially or the part that contributes to the prior art can be embodied in the form of a software product.
  • the computer software product can include one or more machine executable instructions stored thereon.
  • a machine-readable medium when these instructions are executed by one or more machines, such as a computer, a computer network, or other electronic devices, can cause the one or more machines to perform operations according to the embodiments of the present application. For example, perform the steps in the robot positioning method.
  • Machine-readable media may include, but are not limited to, floppy disks, optical disks, CD-ROM (compact disk-read only memory), magneto-optical disks, ROM (read only memory), RAM (random access memory), EPROM (erasable Except programmable read-only memory), EEPROM (electrically erasable programmable read-only memory), magnetic or optical cards, flash memory, or other types of media/machine-readable media suitable for storing machine-executable instructions.
  • the storage medium may be located in the server or a third-party server, such as a server that provides an application mall. There are no restrictions on specific application malls, such as Huawei App Store, and Apple App Store.
  • This application can be used in many general or special computing system environments or configurations. For example: personal computers, server computers, handheld devices or portable devices, tablet devices, multi-processor systems, microprocessor-based systems, set-top boxes, programmable consumer electronic devices, network PCs, small computers, large computers, including Distributed computing environment of any of the above systems or equipment, etc.
  • This application may be described in the general context of computer-executable instructions executed by a computer, such as program modules.
  • program modules include routines, programs, objects, components, data structures, etc. that perform specific tasks or implement specific abstract data types.
  • This application can also be practiced in distributed computing environments. In these distributed computing environments, remote processing devices connected through a communication network perform tasks.
  • program modules can be located in local and remote computer storage media including storage devices.
  • the present application also provides a computer-readable storage medium that stores at least one program, and when called, the at least one program executes any one of the aforementioned in-building air conditioning systems Control Method.

Abstract

Provided are an air-conditioning system management method, an air-conditioning system control method, a storage medium and a control platform. End control objects are installed in a plurality of regions in a building. The management method comprises: acquiring outdoor environment information within a future target time period; generating, according to an expected environmental condition of a target region from among the plurality of regions and the outdoor environment information, a first control scheme used for controlling, in the target time period, an end control object in a corresponding target region; and presenting the first control scheme to a terminal display device used by a technician controlling an air-conditioning system. In the management method provided in the present application, an air-conditioning control method for each region is formulated according to an expected environmental condition of each region, such that regional temperature control is more accurate. Furthermore, in the present application, an air-conditioning system is further controlled by using an acquired management scheme, thereby intelligently controlling the air-conditioning system.

Description

空调系统的管理方法、控制方法及存储介质、控制平台Management method, control method, storage medium and control platform of air conditioning system 技术领域Technical field
本申请涉及智能控制技术领域,特别是涉及一种空调系统的管理方法、控制方法及存储介质、控制平台。This application relates to the field of intelligent control technology, and in particular to a management method, control method, storage medium, and control platform of an air conditioning system.
背景技术Background technique
通常在室内公共场所会通过一些空调设备使环境维持在理想范围内。例如,在商场营业时,空调设备需要不断根据当前的客流量、环境温度来调整运转数量、模式等,使商场内的环境保持在一个舒适的区间内。在实际应用中,由于商场中各区域的功能不同、人数不同,对环境的要求也不同,如果将商场各部分的空调都按照同一控制方法来控制,则无法同时满足每个区域的环境要求,使体感舒适度降低,且会造成能源浪费、运营成本增高。Usually in indoor public places, some air-conditioning equipment is used to maintain the environment within an ideal range. For example, when a shopping mall is open, air-conditioning equipment needs to constantly adjust the number and mode of operation according to the current passenger flow and ambient temperature to keep the environment in the shopping mall within a comfortable interval. In practical applications, due to the different functions and number of people in each area in the shopping mall, the environmental requirements are also different. If the air conditioners in all parts of the shopping mall are controlled according to the same control method, the environmental requirements of each area cannot be met at the same time. Reduce body comfort, cause energy waste and increase operating costs.
发明内容Summary of the invention
鉴于以上所述现有技术的缺点,本申请的目的在于提供一种空调系统的管理方法、控制方法及存储介质、控制平台,用于解决现有技术中楼宇中各区域环境调控不精确的问题。In view of the above-mentioned shortcomings of the prior art, the purpose of this application is to provide a management method, control method, storage medium, and control platform for an air-conditioning system to solve the problem of inaccurate environmental control in various areas of buildings in the prior art .
为实现上述目的及其他相关目的,本申请的第一方面提供一种楼宇中空调系统的管理方法,楼宇中的多个区域装配有末端控制对象,其中,所述管理方法包括:获取未来的目标时段内的室外环境信息;根据所述多个区域中的目标区域的期望环境条件和所述室外环境信息,生成用于在所述目标时段控制相应目标区域内的末端控制对象的第一控制方案;将所述第一控制方案呈现至控制所述空调系统的技术人员所使用的终端显示设备。In order to achieve the above and other related purposes, the first aspect of this application provides a management method for an air conditioning system in a building, where multiple areas in the building are equipped with end control objects, wherein the management method includes: obtaining future goals Outdoor environment information within a time period; according to the expected environmental conditions of the target area in the plurality of areas and the outdoor environment information, generate a first control scheme for controlling the end control object in the corresponding target area during the target time period ; Present the first control scheme to a terminal display device used by a technician who controls the air conditioning system.
在本申请的第一方面的某些实施方式中,所述根据多个区域中的目标区域的期望环境条件和所述室外环境信息,生成用于控制相应目标区域内的末端控制对象的第一控制方案的步骤包括:根据所获取的室外环境信息,所述空调系统中冷热源的第二候选运行信息,以及所述目标区域中末端控制对象的第一候选运行信息,计算所述目标区域内室内环境预测信息;当所计算的室内环境预测信息满足所述期望环境条件时,确定所述第一控制方案;其中,所述第一控制方案包含符合所述期望环境条件的第一候选运行信息。In some implementations of the first aspect of the present application, the first method for controlling the terminal control object in the corresponding target area is generated based on the expected environmental conditions of the target area in the multiple areas and the outdoor environmental information. The steps of the control scheme include: calculating the target area based on the acquired outdoor environment information, the second candidate operation information of the cold and heat sources in the air conditioning system, and the first candidate operation information of the end control object in the target area Internal indoor environment prediction information; when the calculated indoor environment prediction information satisfies the expected environmental condition, the first control scheme is determined; wherein, the first control scheme includes first candidate operation information that meets the expected environmental condition .
在本申请的第一方面的某些实施方式中,所述根据所获取的室外环境信息,所述空调系统中冷热源的第二候选运行信息,以及所述目标区域中末端控制对象的第一候选运行信息,计算所述目标区域内室内环境预测信息的步骤包括:按照预设的优选条件次序,提取预先构建的对应于所述目标区域的且包含所述第一候选运行信息和第二候选运行信息的至少一个候 选控制方案;根据所获取的室外环境信息和所选取的候选控制方案,计算所述目标区域内室内环境预测信息。In some implementations of the first aspect of the present application, the second candidate operation information of the cold and heat sources in the air conditioning system according to the acquired outdoor environment information, and the second candidate operation information of the end control object in the target area A candidate operation information. The step of calculating indoor environment prediction information in the target area includes: extracting pre-built ones corresponding to the target area and containing the first candidate operation information and the second At least one candidate control scheme of candidate operation information; according to the acquired outdoor environment information and the selected candidate control scheme, the indoor environment prediction information in the target area is calculated.
在本申请的第一方面的某些实施方式中,所述根据所获取的室外环境信息,所述空调系统中冷热源的第二候选运行信息,以及所述目标区域中末端控制对象的第一候选运行信息,计算所述目标区域内室内环境预测信息的步骤包括:预处理所述室外环境信息和所述第二候选运行信息,得到特征信息;将所述特征信息输入至预先构建的相应区域内末端控制对象的控制模型,并得到第一候选控制方案及所对应的室内环境预测信息;其中,所述控制模型是基于相应区域内的室内环境历史信息、室外环境历史信息和相应区域内末端调控对象的历史运行信息构建而成的。In some implementations of the first aspect of the present application, the second candidate operation information of the cold and heat sources in the air conditioning system according to the acquired outdoor environment information, and the second candidate operation information of the end control object in the target area A candidate operation information, the step of calculating indoor environment prediction information in the target area includes: preprocessing the outdoor environment information and the second candidate operation information to obtain characteristic information; and inputting the characteristic information into a pre-built corresponding The control model of the control object at the end of the area is obtained, and the first candidate control plan and the corresponding indoor environment prediction information are obtained; wherein, the control model is based on the indoor environment history information in the corresponding area, outdoor environment history information and the corresponding area The historical operation information of the terminal control object is constructed.
在本申请的第一方面的某些实施方式中,当所述室内环境预测信息满足所述期望环境条件时,还包括:在满足所述期望环境条件的基础上,将所述第一候选控制方案进行优化处理。In some implementations of the first aspect of the present application, when the indoor environment prediction information satisfies the expected environmental condition, it further includes: on the basis of meeting the expected environmental condition, controlling the first candidate The plan is optimized.
在本申请的第一方面的某些实施方式中,所述将所述第一候选控制方案进行优化处理的步骤包括:逐步调整所述第一候选控制方案中的第一候选运行信息,直至调整后的第一候选控制方案符合基于预设的优选条件和所述期望环境条件而设置的最优条件,并得到第一控制方案。In some implementation manners of the first aspect of the present application, the step of performing optimization processing on the first candidate control scheme includes: gradually adjusting the first candidate operation information in the first candidate control scheme until adjustment The latter first candidate control scheme meets the optimal conditions set based on the preset preferred conditions and the desired environmental conditions, and the first control scheme is obtained.
在本申请的第一方面的某些实施方式中,当所计算的室内环境预测信息满足所述期望环境条件时,还确定用于控制所述空调系统中冷热源的第二控制方案;其中,所述第二控制方案包含符合所述期望环境条件的第二候选运行信息。In some implementations of the first aspect of the present application, when the calculated indoor environment prediction information satisfies the expected environmental conditions, a second control scheme for controlling the cold and heat sources in the air conditioning system is also determined; wherein, The second control scheme includes second candidate operation information that meets the expected environmental conditions.
本申请的第二方面还提供一种楼宇中空调系统的控制方法,包括:获取如本申请的第一方面所述的管理方法所确定的用于控制装配在目标区域的末端控制对象的第一控制方案;按照所述第一控制方案确定用于控制所述末端控制对象的第一控制信息和第一控制时间,以便在预设目标时段使相应目标区域中的环境达到预设的目标环境。A second aspect of the present application also provides a control method of an air conditioning system in a building, including: obtaining a first control object for controlling an end control object installed in a target area determined by the management method according to the first aspect of the present application. Control scheme: According to the first control scheme, determine the first control information and the first control time for controlling the terminal control object, so as to make the environment in the corresponding target area reach the preset target environment during the preset target period.
在本申请的第二方面的某些实施方式中,还包括以下至少一种步骤:按照所述控制信息和控制时间向所述末端控制对象输出第一控制指令;或获取并显示对应目标区域的第一控制方案、和/或对应区域的第一控制信息和第一控制时间。In some implementations of the second aspect of the present application, it further includes at least one of the following steps: outputting a first control instruction to the terminal control object according to the control information and control time; or acquiring and displaying the corresponding target area The first control scheme, and/or the first control information and the first control time of the corresponding area.
在本申请的第二方面的某些实施方式中,还获取如权利要求7所述的管理方法所确定的用于控制所述空调系统的冷热源的第二控制方案;所述控制方法还包括:按照所述第二控制方案确定控制所述冷热源的控制信息和控制时间。In some implementations of the second aspect of the present application, the second control scheme for controlling the cold and heat source of the air conditioning system as determined by the management method of claim 7 is also obtained; the control method further It includes: determining control information and control time for controlling the cold and heat source according to the second control plan.
在本申请的第二方面的某些实施方式中,还包括以下至少一种步骤:按照所述控制信息和控制时间向冷热源输出第二控制指令;或获取并显示所述第二控制方案、和/或第二控制信息和第二控制时间。In some implementations of the second aspect of the present application, it further includes at least one of the following steps: outputting a second control instruction to the cold and heat source according to the control information and control time; or acquiring and displaying the second control plan , And/or second control information and second control time.
本申请的第三方面还提供一种服务端,包括:接口单元,用于与控制系统所在计算机设备进行数据通信;其中,所述控制系统用于控制楼宇的空调系统;存储单元,用于存储至少一个程序;以及处理单元,用于调用所述至少一个程序以协调所述接口单元和存储单元执行前述第一方面中任一所述的楼宇中空调系统的管理方法。The third aspect of the present application also provides a server, including: an interface unit for data communication with the computer equipment where the control system is located; wherein the control system is used for controlling the air conditioning system of the building; a storage unit for storing At least one program; and a processing unit, configured to call the at least one program to coordinate the interface unit and the storage unit to execute the method for managing an air conditioning system in a building according to any one of the foregoing first aspects.
本申请的第四方面提供一种计算机设备,用于控制楼宇中的空调系统,包括:接口单元,用于与一管理系统所在服务端进行数据通信;其中,所述管理系统用于生成并提供管理所述空调系统的管理方案;存储单元,用于存储至少一个程序;以及处理单元,用于调用所述至少一个程序以协调所述接口单元和存储单元执行前述第二方面中任一所述的楼宇中空调系统的控制方法。The fourth aspect of the present application provides a computer device for controlling an air conditioning system in a building, including: an interface unit for data communication with a server where a management system is located; wherein the management system is used for generating and providing A management plan for managing the air conditioning system; a storage unit for storing at least one program; and a processing unit for calling the at least one program to coordinate the interface unit and the storage unit to execute any one of the foregoing second aspect The control method of the air conditioning system in the building.
本申请的第五方面提供一种计算机可读存储介质,存储至少一种程序,所述至少一种程序在被调用时执行如前述第一方面中任一所述的楼宇中空调系统的管理方法。A fifth aspect of the present application provides a computer-readable storage medium that stores at least one program, and the at least one program, when called, executes the method for managing an air-conditioning system in a building as described in any one of the foregoing first aspects .
本申请的第六方面提供一种计算机可读存储介质,存储至少一种程序,所述至少一种程序在被调用时执行前述第二方面中任一所述的楼宇中空调系统的控制方法。A sixth aspect of the present application provides a computer-readable storage medium that stores at least one program that, when invoked, executes the control method of the air conditioning system in a building according to any one of the foregoing second aspects.
本申请的第七方面提供一种楼宇中空调系统的控制平台,包括:如前述第三方面所述的服务端和如前述第四方面所述的计算机设备。A seventh aspect of the present application provides a control platform for an air-conditioning system in a building, including: the server as described in the foregoing third aspect and the computer equipment as described in the foregoing fourth aspect.
如上所述,本申请的空调系统的管理方法、控制方法及系统、存储介质,具有以下有益效果:本申请所提供的管理方法将楼宇按照功能、业态等方式划分为多个区域,针对每个区域自身的特点,根据各区域的期望环境条件来制定各区域的空调控制方法,使区域温度控制更加精准。本申请基于对各区域的空调系统控制方案集合,从而得到整个楼宇的空调系统在未来目标时段内运行的最佳管理方案。其次,本申请还通过采用所获取的管理方案对空调系统进行操控,由此可对空调系统进行智能控制。As mentioned above, the management method, control method, system, and storage medium of the air-conditioning system of the present application have the following beneficial effects: the management method provided by the present application divides the building into multiple areas according to functions, formats, etc., for each According to the characteristics of the area itself, the air conditioning control method of each area is formulated according to the expected environmental conditions of each area to make the area temperature control more accurate. This application is based on the collection of air-conditioning system control schemes for each area, so as to obtain the best management scheme for the air-conditioning system of the entire building to operate within the target period in the future. Secondly, this application also controls the air-conditioning system by using the acquired management scheme, so that the air-conditioning system can be intelligently controlled.
附图说明Description of the drawings
图1显示为本申请空调系统的管理方法在一实施例中的流程示意图。FIG. 1 shows a schematic flowchart of an embodiment of a management method of an air conditioning system according to the present application.
图2显示为本申请楼宇中空调系统的管理方法获取实施例的流程示意图。FIG. 2 shows a schematic flowchart of an embodiment of the method for managing an air conditioning system in a building of this application.
图3显示为本申请中第一控制方案的计算实施例示意图。Fig. 3 shows a schematic diagram of a calculation embodiment of the first control scheme in this application.
图4显示为本申请中第一控制方案的另一计算实施例示意图。Fig. 4 shows a schematic diagram of another calculation embodiment of the first control scheme in this application.
图5显示为本申请中基于所获取的第一控制方案而执行的控制方法的流程图。Fig. 5 shows a flow chart of the control method executed based on the acquired first control scheme in this application.
图6显示为本申请中一种服务端的结构示意图。Figure 6 shows a schematic diagram of the structure of a server in this application.
图7显示为本申请中一种计算机设备的结构示意图。Figure 7 shows a schematic structural diagram of a computer device in this application.
图8显示为本申请楼宇中空调系统的控制平台的架构示意图。Figure 8 shows a schematic diagram of the architecture of the control platform of the air conditioning system in the building under this application.
具体实施方式Detailed ways
以下由特定的具体实施例说明本申请的实施方式,熟悉此技术的人士可由本说明书所揭露的内容轻易地了解本申请的其他优点及功效。The following specific examples illustrate the implementation of this application. Those familiar with this technology can easily understand other advantages and effects of this application from the content disclosed in this specification.
在下述描述中,参考附图,附图描述了本申请的若干实施例。应当理解,还可使用其他实施例,并且可以在不背离本公开的精神和范围的情况下进行机械组成、结构、电气以及操作上的改变。下面的详细描述不应该被认为是限制性的,并且本申请的实施例的范围仅由公布的专利的权利要求书所限定。这里使用的术语仅是为了描述特定实施例,而并非旨在限制本申请。In the following description, referring to the drawings, the drawings describe several embodiments of the present application. It should be understood that other embodiments can also be used, and mechanical, structural, electrical, and operational changes can be made without departing from the spirit and scope of the present disclosure. The following detailed description should not be considered restrictive, and the scope of the embodiments of the present application is limited only by the claims of the published patent. The terms used here are only for describing specific embodiments, and are not intended to limit the application.
再者,如同在本文中所使用的,单数形式“一”、“一个”和“该”旨在也包括复数形式,除非上下文中有相反的指示。应当进一步理解,术语“包含”、“包括”表明存在所述的特征、步骤、操作、元件、组件、项目、种类、和/或组,但不排除一个或多个其他特征、步骤、操作、元件、组件、项目、种类、和/或组的存在、出现或添加。此处使用的术语“或”和“和/或”被解释为包括性的,或意味着任一个或任何组合。因此,“A、B或C”或者“A、B和/或C”意味着“以下任一个:A;B;C;A和B;A和C;B和C;A、B和C”。仅当元件、功能、步骤或操作的组合在某些方式下内在地互相排斥时,才会出现该定义的例外。Furthermore, as used herein, the singular forms "a", "an" and "the" are intended to also include the plural forms, unless the context dictates to the contrary. It should be further understood that the terms "comprising" and "including" indicate the existence of the described features, steps, operations, elements, components, items, types, and/or groups, but do not exclude one or more other features, steps, operations, The existence, appearance or addition of elements, components, items, categories, and/or groups. The terms "or" and "and/or" used herein are interpreted as inclusive, or mean any one or any combination. Therefore, "A, B or C" or "A, B and/or C" means "any of the following: A; B; C; A and B; A and C; B and C; A, B and C" . An exception to this definition will only occur when the combination of elements, functions, steps or operations is inherently mutually exclusive in some way.
人体在不同的环境条件下对空气环境会有不同的体感,其中室内环境对人的舒适度影响主要与空气清洁程度、空气温度、空气湿度、墙壁温度、气流运动等参数相关。通常这些参数会随季节、人流量、室外天气情况等因素而变化。然而随着空调系统的普及,人们期望通过空调系统来使人所处环境内的空气质量、温度、湿度等参数的数值保持在人体舒适的范围内。但是当室内空间尺寸较大时,单台末端控制对象无法满足整个空间的空调要求,因此在一个室内环境中,通常会在各处均布多个末端控制对象,从而使室内环境达到期望的环境条件。通常,多个末端控制对象的安装位置会基于楼层或各区域的功能等设定。以商场为例,通常商场分为多个楼层,在同一楼层之间又按照业态或店铺等划分成多个区域。在商场营业期间,每一区域内的温度要求不同。例如在一些游戏区等嘈杂或人数较多的环境中,需要更低的温度,而在一些书店等安静的环境中,则要求的温度相对较高。但是现有技术中的空调系统管理方法均为集中控制,即仅提供商场整体的控制方法,而不考虑各个区域的温度要求。因此,需要一种能够满足室内环境中各个区域各自的环境要求的空调系统控制管理方法,以使每个区域都能够达到各自的期望环境条件。The human body has different body feelings to the air environment under different environmental conditions. The indoor environment's influence on human comfort is mainly related to air cleanliness, air temperature, air humidity, wall temperature, air movement and other parameters. Usually these parameters will vary with factors such as seasons, flow of people, outdoor weather conditions, etc. However, with the popularization of air-conditioning systems, people expect to use the air-conditioning system to keep the values of parameters such as air quality, temperature, and humidity in the human environment within a comfortable range of the human body. However, when the indoor space size is large, a single terminal control object cannot meet the air conditioning requirements of the entire space. Therefore, in an indoor environment, multiple terminal control objects are usually distributed everywhere to make the indoor environment reach the desired environment condition. Generally, the installation positions of multiple terminal control objects are set based on the floor or the functions of each area. Take shopping malls as an example. Generally, shopping malls are divided into multiple floors, and the same floors are divided into multiple areas according to business types or shops. During the business period of the mall, the temperature requirements in each area are different. For example, in some noisy or crowded environments such as game areas, a lower temperature is required, while in some quiet environments such as bookstores, the required temperature is relatively high. However, the air-conditioning system management methods in the prior art are all centralized control, that is, only the overall control method of the mall is provided without considering the temperature requirements of each area. Therefore, there is a need for an air conditioning system control and management method that can meet the respective environmental requirements of each area in the indoor environment, so that each area can achieve its own desired environmental conditions.
为此,本申请提供一种楼宇中空调系统的管理方法,所述管理方法主要由管理系统来执行,所述管理系统可由服务端来执行。其中,所述管理系统可以是配置在服务端的软件系统。 所述服务端包括但不限于单台服务器、服务器集群、分布式服务器群、云服务端等。在此,根据实际设计,所述管理系统所在服务端可配置于位于楼宇侧机房内的服务器设备中。例如,所述管理系统所在单台服务器或服务器集群位于楼宇侧的机房内。根据实际设计,所述管理系统配置于云提供商所提供的云服务端中。其中,所述云服务端包括公共云(Public Cloud)服务端与私有云(Private Cloud)服务端,其中,所述公共或私有云服务端包括Software-as-a-Service(软件即服务,SaaS)、Platform-as-a-Service(平台即服务,PaaS)及Infrastructure-as-a-Service(基础设施即服务,IaaS)等。所述私有云服务端例如阿里云计算服务平台、亚马逊(Amazon)云计算服务平台、百度云计算平台、腾讯云计算平台等等。To this end, the present application provides a management method for an air conditioning system in a building. The management method is mainly executed by a management system, and the management system can be executed by a server. Wherein, the management system may be a software system configured on the server side. The server includes but is not limited to a single server, a server cluster, a distributed server cluster, a cloud server, etc. Here, according to actual design, the server where the management system is located can be configured in a server device located in the computer room on the building side. For example, the single server or server cluster where the management system is located is located in the computer room on the building side. According to the actual design, the management system is configured in the cloud server provided by the cloud provider. Wherein, the cloud server includes a public cloud (Public Cloud) server and a private cloud (Private Cloud) server, where the public or private cloud server includes Software-as-a-Service (Software-as-a-Service, SaaS) ), Platform-as-a-Service (Platform-as-a-Service, PaaS) and Infrastructure-as-a-Service (Infrastructure-as-a-Service, IaaS), etc. The private cloud service terminal is for example Alibaba Cloud Computing Service Platform, Amazon Cloud Computing Service Platform, Baidu Cloud Computing Platform, Tencent Cloud Computing Platform, etc.
在此,根据管理系统的实际设计,所述服务端与楼宇侧的控制系统、以及第三方系统通信连接。其中,所述控制系统为设置在楼宇侧的计算机设备所运行的软件系统,其借助于计算机设备收集楼宇内所布置的各传感装置所探测的环境信息,获取空调系统的运行数据以及向所述空调系统输出控制指令等。例如,在楼宇的各楼层分布着温度传感装置、湿度传感装置、烟雾探测装置等,所述控制系统获得上述任一种或多种传感装置所提供的环境信息,并通过通信网络传递给管理系统。所述第三方系统可为能提供管理系统所需互联网数据的其他服务端或计算机设备。例如,管理系统利用爬虫技术获取互联网中与空调系统管理相关的互联网数据。其中所述互联网数据举例包括天气预报信息,和/或与空调系统相关但未能从所述控制系统获取的其他信息等。Here, according to the actual design of the management system, the server is in communication connection with the control system on the building side and the third-party system. Wherein, the control system is a software system operated by computer equipment installed on the building side, which collects environmental information detected by various sensor devices arranged in the building by means of computer equipment, obtains operating data of the air-conditioning system and reports to the The air conditioning system outputs control commands, etc. For example, temperature sensing devices, humidity sensing devices, smoke detection devices, etc. are distributed on each floor of a building, and the control system obtains environmental information provided by any one or more of the above-mentioned sensing devices and transmits it through a communication network To the management system. The third-party system may be other server or computer equipment that can provide Internet data required by the management system. For example, the management system uses crawler technology to obtain Internet data related to air conditioning system management in the Internet. The Internet data includes, for example, weather forecast information, and/or other information related to the air conditioning system but not obtained from the control system.
应当理解,楼宇中的空调系统可被分为需求侧和供应侧两部分。其中,需求侧包括如风机、加湿机等末端控制对象;供应侧包括冷机、锅炉等冷热源。根据需求侧的设备种类不同,供应侧的设备种类也相应不同。例如当需求侧对应为风机时,供应侧则对应为冷机或锅炉,冷机可为风机提供用于热交换的冷水,以使风机输出冷风,锅炉可为风机提供用于热交换的热水,以使风机输出暖风。又如当需求侧对应为加湿机时,供应侧则对应为水泵,水泵可为加湿机提供水源,以调节加湿机所处环境的湿度。It should be understood that the air conditioning system in a building can be divided into two parts, a demand side and a supply side. Among them, the demand side includes terminal control objects such as fans and humidifiers; the supply side includes cold and heat sources such as chillers and boilers. According to the different types of equipment on the demand side, the types of equipment on the supply side are also different. For example, when the demand side corresponds to a fan, the supply side corresponds to a chiller or a boiler. The chiller can provide the fan with cold water for heat exchange so that the fan can output cold air, and the boiler can provide the fan with hot water for heat exchange. , So that the fan outputs warm air. Another example is when the demand side corresponds to a humidifier, the supply side corresponds to a water pump, which can provide water for the humidifier to adjust the humidity of the environment where the humidifier is located.
请参阅图1,其显示为本申请空调系统的管理方法在一实施例中的流程示意图。如图所示,藉由前述提及的满足室内环境中各区域各自的环境要求,所述管理系统执行以下步骤S110、S120和S130(未图示),旨在利用分析室内环境中各区域的空调设备在一定室外温度下对该区域环境条件的影响,制定符合预设优选条件的空调系统管理方案。Please refer to FIG. 1, which shows a schematic flowchart of an embodiment of a management method of an air conditioning system according to the present application. As shown in the figure, by meeting the aforementioned environmental requirements of each area in the indoor environment, the management system executes the following steps S110, S120, and S130 (not shown), in order to use the analysis of each area in the indoor environment The impact of air-conditioning equipment on the environmental conditions of the area under a certain outdoor temperature, and formulate an air-conditioning system management plan that meets the preset optimal conditions.
在楼宇中的多个区域装配有末端控制对象,在步骤S110中,获取未来的目标时段内的室外环境信息。Multiple areas in the building are equipped with end control objects, and in step S110, outdoor environment information in a target time period in the future is acquired.
在此,所述室外环境信息包括通过管理系统所获取的天气预报信息,所述天气预报信息包括但不限于温度信息、湿度信息、空气洁净度信息等。所述管理系统将获取的室外环境信 息提供给步骤S120。Here, the outdoor environment information includes weather forecast information acquired through a management system, and the weather forecast information includes but is not limited to temperature information, humidity information, air cleanliness information, and the like. The management system provides the acquired outdoor environment information to step S120.
应当理解,室内空间可由若干区域构成,在各区域内至少包括一个末端控制对象。在一些实施例中,所述区域可按照楼层划分,例如地下一层、一层、二楼等。在另一些实施例中,所述区域可按照业态划分,例如购物区、休闲区等。It should be understood that the indoor space can be composed of several areas, and each area includes at least one terminal control object. In some embodiments, the area may be divided according to floors, such as basement, first floor, second floor, and so on. In other embodiments, the areas can be divided according to business types, such as shopping areas, leisure areas, etc.
应当理解,所述未来的目标时段为基于本申请所提供的管理方案对空调系统进行控制的时段。其可为时间点(如10点、10点半等),或者为一时间间隙(如10点-10点10分等)。在一些示例中,所述目标时段为基于固定时间间隔而确定的时间点或时间间隙,例如,目标时段包括上午10点、10点半、11点、…、下午10点。所述时间点、时间间隙、固定时间间隔包括当日未达的某一时间点、时间间隙、固定时间间隔,或者次日的某一时间点、时间间隙、固定时间间隔,又或者未来几日的某一时间点、时间间隙、固定时间间隔。在又一些示例中,所述目标时段为基于事件而确定的时间点或时间间隙,例如,目标时段包括基于商业活动、消防演习、天气预报更新事件、人为指令事件等而确定的时间点或时间间隙。在上述示例所描述的目标时段的基础上,所述目标时段可兼顾多种目标需求而配置相应的目标时段。It should be understood that the future target time period is a time period during which the air conditioning system is controlled based on the management solution provided by this application. It can be a time point (such as 10 o'clock, 10:30, etc.), or a time gap (such as 10 o'clock-10:10, etc.). In some examples, the target time period is a time point or time gap determined based on a fixed time interval. For example, the target time period includes 10 am, 10:30, 11, ..., 10 pm. The time point, time gap, and fixed time interval include a certain time point, time gap, fixed time interval that is not reached on the current day, or a certain time point, time gap, fixed time interval of the next day, or a few days in the future A certain time point, time gap, fixed time interval. In still other examples, the target time period is a time point or time interval determined based on an event. For example, the target time period includes a time point or time determined based on business activities, fire drills, weather forecast update events, man-made command events, etc. gap. On the basis of the target period described in the above example, the target period can take into account multiple target requirements and configure a corresponding target period.
应当理解,所述末端控制对象包括但不限于风机、加湿器等空调装置,在实际应用中,通常所述末端控制对象被安装在楼宇内的各个位置,以保持室内的规定的范围内温湿度和空气洁净程度等。在一些情况下,末端控制对象还与供应设备连接,所述供应设备包括但不限于冷热源、水泵等设备,在实际应用中,所述供应设备通常被配置在楼宇侧的空调机房中,所述供应设备可辅助末端控制对象工作,以便更高效地调控室内环境。It should be understood that the terminal control objects include, but are not limited to, air-conditioning devices such as fans and humidifiers. In practical applications, the terminal control objects are usually installed at various locations in the building to maintain indoor temperature and humidity within a prescribed range. And air cleanliness. In some cases, the terminal control object is also connected to supply equipment, which includes but is not limited to cold and heat sources, water pumps and other equipment. In practical applications, the supply equipment is usually configured in the air-conditioning room on the building side. The supply equipment can assist the terminal control object to work, so as to regulate the indoor environment more efficiently.
在步骤S120中,根据所述多个区域中的目标区域的期望环境条件和所述室外环境信息,生成用于在所述目标时段控制相应目标区域内的末端控制对象的第一控制方案。在一些实施例中,所述目标区域为所有区域,例如在当日需要得到次日的空调系统的管理方法时,需要获取次日所有区域的管理方法。在另一些实施例中,所述目标区域为某个区域,例如在空调系统运行过程中,仅有某个区域的环境信息未达到期望的环境条件,则仅需对该区域中的末端控制对象进行控制以使该区域达到期望的环境条件。In step S120, according to the expected environmental conditions of the target area in the plurality of areas and the outdoor environment information, a first control scheme for controlling the end control object in the corresponding target area during the target period is generated. In some embodiments, the target area is all areas. For example, when the air conditioning system management method of the next day needs to be obtained on the same day, the management method of all areas of the next day needs to be obtained. In other embodiments, the target area is a certain area. For example, during the operation of the air-conditioning system, if only the environmental information of a certain area does not meet the expected environmental conditions, only the end control object in the area is required. Control to make the area reach the desired environmental conditions.
应当理解,期望环境条件是指期望达到的各项环境参数指标信息,其包括但不限于温度信息、湿度信息、空气洁净度信息等。例如,在夏季时,人体舒适的环境温度范围在17~26.1℃,空气湿度为低于70%,则期望环境条件即包括:温度=17~26.1℃,空气湿度<70%。应当理解,每个季节人体的舒适温度会有变化,相应地,期望环境条件也会产生变化。同时,基于各区域内的业态、人数不同,各区域有其自身的期望环境条件。例如,在嘈杂的娱乐区,需要更低的温度来使该区域内的人感觉更舒适。又如,在母婴区,需要将温湿度设定在适宜婴幼儿标准的温湿度区间内。It should be understood that expected environmental conditions refer to various environmental parameter index information expected to be achieved, including but not limited to temperature information, humidity information, and air cleanliness information. For example, in summer, the comfortable environment temperature range for the human body is 17-26.1°C, and the air humidity is lower than 70%. The expected environmental conditions include: temperature=17-26.1°C and air humidity <70%. It should be understood that the comfortable temperature of the human body will change every season, and correspondingly, the expected environmental conditions will also change. At the same time, each region has its own expected environmental conditions based on the different types of businesses and the number of people in each region. For example, in a noisy entertainment area, a lower temperature is needed to make people in the area feel more comfortable. For another example, in the maternal and infant area, the temperature and humidity need to be set within a temperature and humidity range suitable for infants and young children.
在此,管理系统预设装配在每个目标区域的末端控制对象,根据目标区域的期望环境条件和所述室外环境信息之间的差异,生成对相应目标区域内的末端控制对象进行控制的第一控制方案,以藉由空调系统的控制系统执行所述第一控制方案,使得相应目标区域内的末端控制对象在目标时段受控运行。例如,管理系统根据目标区域内的期望环境条件中室内温度条件与室外环境信息中的室外温度参数的差距,选择控制目标区域内一个或多个末端控制对象中风机的频率、档位等,并生成第一控制方案,并提前将其发送至空调系统的控制系统,以供控制系统在目标时段执行。Here, the management system presets the end control object assembled in each target area, and generates the second control object for the end control object in the corresponding target area according to the difference between the expected environmental conditions of the target area and the outdoor environment information. A control scheme for executing the first control scheme by the control system of the air-conditioning system, so that the end control objects in the corresponding target area are controlled to operate at the target time period. For example, the management system selects and controls the frequency, gear, etc. of fans in one or more terminal control objects in the target area according to the difference between the indoor temperature conditions in the expected environmental conditions in the target area and the outdoor temperature parameters in the outdoor environment information, and Generate the first control plan and send it to the control system of the air conditioning system in advance for the control system to execute in the target time period.
在一个示例性的实施例中,请参阅图2,其显示为本申请楼宇中空调系统的管理方法获取实施例的流程示意图,如图所示,所述步骤S120包括步骤S1201和步骤S1202。In an exemplary embodiment, please refer to FIG. 2, which shows a schematic flow diagram of an obtaining embodiment of an air conditioning system management method in a building of this application. As shown in the figure, the step S120 includes step S1201 and step S1202.
在步骤S1201中,根据所获取的室外环境信息,所述空调系统中冷热源的第二候选运行信息,以及所述目标区域中末端控制对象的第一候选运行信息,计算所述目标区域内室内环境预测信息。在此,通常影响区域内室内环境的参数包括末端控制对象的运行信息、空调系统中冷热源的运行信息和室外环境信息。其中,所述末端控制对象的运行信息包括但不限于末端控制对象的运行参数(例如:频率、流量等)、末端控制对象的运行数量等。所述空调系统中冷热源的运行信息包括但不限于冷热源的运行参数(例如:频率、流量、水温初始值等)、冷热源的运行数量等。根据室外环境信息、第二候选运行信息和第一候选运行信息,即可参考历史运行信息计算所述目标区域内室内环境预测信息。In step S1201, based on the acquired outdoor environment information, the second candidate operation information of the cold and heat sources in the air conditioning system, and the first candidate operation information of the end control object in the target area, calculate the Indoor environment forecast information. Here, the parameters that usually affect the indoor environment in the area include the operation information of the terminal control object, the operation information of the cold and heat sources in the air conditioning system, and the outdoor environment information. Wherein, the operation information of the terminal control object includes, but is not limited to, the operation parameters of the terminal control object (for example: frequency, flow rate, etc.), and the number of operation of the terminal control object. The operating information of the cold and heat sources in the air conditioning system includes, but is not limited to, the operating parameters of the cold and heat sources (for example, frequency, flow, initial value of water temperature, etc.), and the number of cold and heat sources in operation. According to the outdoor environment information, the second candidate operation information, and the first candidate operation information, the indoor environment prediction information in the target area can be calculated with reference to the historical operation information.
其中,所述历史运行信息包括但不限于:所述历史运行数据、在所述目标时段内按照所述历史运行数据操作时所述目标区域内的环境信息、历史室外环境信息、在所述目标时段内影响所述目标区域内环境变化的历史相关信息中的至少一种。其中,所述历史运行数据包括但不限于历史上空调系统运行期间能耗数据、历史期间操作空调系统的技术人员信息、技术人员操作空调系统的操作数据、以及历史期间任何与空调系统运行期间操作相关的其他信息。在所述目标时段内按照所述历史运行数据操作时所述目标区域内的环境信息包括但不限于历史期间按照所述历史运行数据操作时所述目标区域内的温度信息、湿度信息、空气洁净度信息等;其中,所述环境信息可为监测到的瞬时环境信息或平均环境信息。所述历史室外环境信息包括但不限于:历史温度信息、历史湿度信息、历史光照信息、历史风力信息等。在所述目标时段内影响所述目标区域内环境变化的历史相关信息包括但不限于:历史上在空调运行期间所述目标区域内人流量信息、历史商业活动信息、历史节假日信息等。所述技术人员信息包括技术人员的编号信息。技术人员操作空调系统的操作数据举例包括:操作时间、操作权限、操作空调系统中冷热源的设备编号和运行参数、操作空调系统中对应目标区域的末端控制对象的设备编号和运行参数等。Wherein, the historical operation information includes, but is not limited to: the historical operation data, environmental information in the target area when operating according to the historical operation data within the target period, historical outdoor environmental information, At least one of historical related information affecting environmental changes in the target area within a time period. Wherein, the historical operating data includes, but is not limited to, historical energy consumption data during the operation of the air-conditioning system, information about the technicians operating the air-conditioning system during the historical period, operation data of the technicians operating the air-conditioning system, and any operation during the operation of the air-conditioning system during the historical period. Other relevant information. When operating according to the historical operating data during the target period, the environmental information in the target area includes, but is not limited to, temperature information, humidity information, and air cleanliness in the target area when operating according to the historical operating data during the historical period. Degree information, etc.; wherein the environmental information can be monitored instantaneous environmental information or average environmental information. The historical outdoor environment information includes but is not limited to: historical temperature information, historical humidity information, historical illumination information, historical wind information, and the like. The historical related information that affects the environmental changes in the target area during the target time period includes, but is not limited to: historically, during the air-conditioning operation period, the historical information on the flow of people in the target area, historical business activity information, historical holiday information, etc. The technician information includes the number information of the technician. Examples of operating data for technicians operating air-conditioning systems include: operating time, operating authority, equipment numbers and operating parameters for operating the cold and heat sources in the air-conditioning system, equipment numbers and operating parameters of the end control objects corresponding to the target area in the operating air-conditioning system, etc.
在此,目标区域的第一候选运行信息包括历史运行信息中对相应目标区域的末端控制对象进行控制操作的操作人员信息、由操作人员控制相应末端控制对象的设备编号和运行参数、在相应运行参数下执行的时长等。冷热源的第二候选运行信息包括历史运行信息中对冷热源进行控制操作的操作人员信息、由操作人员控制冷热源的设备编号和运行参数、在相应运行参数下执行的时长等。由此可见,当收集一段时间的历史运行信息后,可得到多个包含第一候选运行信息和第二候选运行信息的候选控制方案。在此,藉由候选控制方案而确定的关联关系,并根据相应目标区域的历史室内环境信息选取其中一个候选控制方案。其中,所选取的候选控制方案中第一候选运行信息被配置到第一控制方案中。其中,所述藉由候选控制方案而确定的关联关系包括:基于技术人员的操作而关联的:空调系统中冷热源的第二候选运行信息、各目标区域中末端控制对象的第一候选运行信息,以及历史室外环境信息,各目标区域所对应的历史室内环境信息等。所述藉由候选控制方案而确定的关联关系还包括:根据历史运行信息中对应目标时段的历史时段而关联的:空调系统中冷热源的第二候选运行信息、各目标区域中末端控制对象的第一候选运行信息,以及历史室外环境信息,各目标区域所对应的历史室内环境信息,技术人员的历史操作数据。管理系统根据目标时段的室外环境信息的匹配条件选择候选控制方案,并根据候选控制方案中的目标区域的历史室内环境信息,计算在目标时段相应目标区域内室内环境预测信息。其中,所选取的候选控制方案的数量可以是一个或多个。各候选控制方案中至少包含相应目标区域的末端控制对象的第一候选运行信息,还可以包含冷热源的第二候选运行信息。当一候选控制方案中仅包含第一候选运行信息时,表示可仅控制目标区域内的末端控制对象;当一候选控制方案中包含第一候选运行信息和第二候选信息时,表示控制目标区域内的末端控制对象以及冷热源。在此,所述目标区域的数量可以为一个或多个。管理系统根据候选控制方案的匹配度和各目标区域内历史室内环境信息,计算各目标区域内的室内环境预测信息。Here, the first candidate operation information of the target area includes the information of the operator who controls the end control object of the corresponding target area in the historical operation information, the equipment number and operating parameters of the corresponding end control object controlled by the operator, and the operation The execution time under the parameters, etc. The second candidate operation information of the cold and heat source includes the information of the operator who controls the cold and heat source in the historical operation information, the device number and operating parameters of the cold and heat source controlled by the operator, and the execution time under the corresponding operating parameters. It can be seen that after collecting historical operation information for a period of time, multiple candidate control schemes containing first candidate operation information and second candidate operation information can be obtained. Here, the association relationship is determined by the candidate control schemes, and one of the candidate control schemes is selected according to the historical indoor environment information of the corresponding target area. Wherein, the first candidate operation information in the selected candidate control scheme is configured into the first control scheme. Wherein, the association relationship determined by the candidate control scheme includes: association based on the operation of the technician: the second candidate operation information of the cold and heat source in the air conditioning system, and the first candidate operation of the terminal control object in each target area Information, and historical outdoor environmental information, historical indoor environmental information corresponding to each target area, etc. The association relationship determined by the candidate control scheme further includes: association according to the historical period corresponding to the target period in the historical operation information: the second candidate operation information of the cold and heat source in the air conditioning system, and the end control object in each target area The first candidate operation information, and historical outdoor environment information, historical indoor environment information corresponding to each target area, and historical operation data of technicians. The management system selects candidate control schemes according to the matching conditions of the outdoor environment information in the target period, and calculates the indoor environment prediction information in the corresponding target area in the target period according to the historical indoor environment information of the target area in the candidate control scheme. Among them, the number of selected candidate control schemes can be one or more. Each candidate control scheme includes at least the first candidate operation information of the end control object of the corresponding target area, and may also include the second candidate operation information of the cold and heat source. When a candidate control plan contains only the first candidate operation information, it means that only the end control objects in the target area can be controlled; when a candidate control plan contains the first candidate operation information and the second candidate information, it means the control target area The end control object and the heat and cold source inside. Here, the number of the target area may be one or more. The management system calculates the indoor environment prediction information in each target area according to the matching degree of the candidate control plan and the historical indoor environment information in each target area.
所述空调系统中冷热源可为所述末端控制对象提供包括但不限于冷源、热源或水源等,以便仅通过控制末端控制对象无法使目标区域环境达到期望环境条件时,通过空调系统中冷热源的辅助以使目标区域环境达到期望环境条件。例如,所述末端控制对象可为风机,冷源可为末端控制对象提供冷水,当仅通过风机运行无法使目标区域环境达到期望环境条件时,通过控制冷源为末端控制对象提供冷水,则可使风机输出低温的冷风,以便目标区域环境达到期望环境条件。又如,所述末端控制对象可为风机,热源可为末端控制对象提供热水,当仅通过风机运行无法使目标区域环境达到期望环境条件时,通过控制热源为末端控制对象提供暖水,则可使风机输出暖风,以便目标区域环境达到期望环境条件。The cold and heat source in the air-conditioning system can provide the terminal control object including but not limited to a cold source, heat source or water source, so that when the target area environment cannot reach the desired environmental conditions only by controlling the terminal control object, the air-conditioning system With the aid of cold and heat sources, the target area environment can reach the desired environmental conditions. For example, the terminal control object may be a fan, and the cold source may provide cold water to the terminal control object. When the target area environment cannot be brought to the desired environmental conditions by only the operation of the fan, the cold source may be controlled to provide cold water to the terminal control object. Make the fan output low-temperature cold air so that the target area environment can reach the desired environmental conditions. For another example, the terminal control object can be a fan, and the heat source can provide hot water for the terminal control object. When the target area environment cannot reach the desired environmental conditions only through the operation of the fan, the terminal control object can be provided with warm water by controlling the heat source. The fan can output warm air so that the environment of the target area can reach the desired environmental conditions.
在一个示例性的实施例中,步骤S1201还包括:按照预设的优选条件次序,提取预先构 建的对应于所述目标区域的且包含所述第一候选运行信息和第二候选运行信息的至少一个候选控制方案;根据所获取的室外环境信息和所选取的候选控制方案,计算所述目标区域内室内环境预测信息。In an exemplary embodiment, step S1201 further includes: according to a preset order of preferred conditions, extracting at least the pre-built ones corresponding to the target area and containing the first candidate running information and the second candidate running information A candidate control scheme; according to the obtained outdoor environment information and the selected candidate control scheme, the indoor environment prediction information in the target area is calculated.
在一个示例性的实施例中,请参阅图3,其显示为本申请中第一控制方案的计算实施例示意图,如图所示,根据目标区域末端控制对象的运行信息、冷热源的运行信息列出不同的候选运行方案,该候选运行方案中包括了对所述目标区域中末端控制对象的第一候选运行信息和对冷热源的第二候选运行信息。在此,按照预设的优选条件对所有的候选运行方案进行排序并迭代计算,并将计算结果提供给步骤S1202。In an exemplary embodiment, please refer to FIG. 3, which shows a schematic diagram of a calculation embodiment of the first control scheme in this application. As shown in the figure, the operation information of the control object and the operation of the cold and heat source at the end of the target area The information lists different candidate operation schemes, and the candidate operation scheme includes the first candidate operation information for the terminal control object in the target area and the second candidate operation information for the cold and heat source. Here, all candidate operation schemes are sorted and iteratively calculated according to preset preferred conditions, and the calculation result is provided to step S1202.
其中,所述预设的优选条件包括但不限于为基于能耗设置的优选条件,或者基于时长设置的优选条件。例如,在一般情况下,以节能省电为目标,可基于能耗设置优选条件,则按照能耗从小到大分别列出目标区域的各候选运行方案。以风机作为末端控制对象,冷机作为冷热源举例,请参阅图4,其显示为本申请中第一控制方案的另一计算实施例示意图,如图所示,各候选运行方案包含了对所述目标区域中末端控制对象即风机的不同第一候选运行信息和对冷热源即冷机的不同第二候选运行信息。在该列表中,基于室外环境信息,以及历史运行信息,分别确定按照各候选控制方案运行时所述目标区域内的室内环境预测信息,并提供给步骤S1202;或者按照能耗由小到大依次确定按照一候选控制方案运行时相应目标区域内的室内环境预测信息,并执行步骤S1202。又如,当遇到一些例如突发事件导致某目标区域的人数剧增等特殊状况时,需要对该目标区域的环境信息进行迅速调控,此时不考虑运行方案所消耗的能耗而仅考虑运行方案所花费的时长,则可基于时长设置优选条件,按照所消耗的时长从少到多分别列出目标区域的各候选运行方案。并基于室外环境信息,以及历史运行信息,分别确定各方案运行时所述目标区域内的室内环境预测信息,并提供给步骤S1202;或者按照时长由短到长依次确定按照一候选控制方案运行时相应目标区域内的室内环境预测信息,并执行步骤S1202。Wherein, the preset preferred conditions include, but are not limited to, preferred conditions set based on energy consumption, or preferred conditions set based on duration. For example, under normal circumstances, with the goal of energy saving and power saving, the preferred conditions can be set based on energy consumption, and the candidate operation schemes in the target area are listed according to energy consumption from small to large. Taking the fan as the terminal control object and the chiller as the cold and heat source for example, please refer to Figure 4, which shows a schematic diagram of another calculation embodiment of the first control scheme in this application. As shown in the figure, each candidate operation scheme includes Different first candidate operation information of the end control object, that is, the fan in the target area, and different second candidate operation information of the cold and heat source, that is, the chiller. In this list, based on outdoor environment information and historical operation information, determine the indoor environment prediction information in the target area when operating according to each candidate control plan, and provide it to step S1202; or according to the energy consumption in descending order Determine the indoor environment prediction information in the corresponding target area when operating according to a candidate control scheme, and execute step S1202. For another example, when encountering some special conditions such as a sudden increase in the number of people in a target area, it is necessary to quickly adjust the environmental information of the target area. At this time, the energy consumption of the operation plan is not considered but only the energy consumption is considered. The length of time spent in running the plan can be set based on the preferred conditions, and each candidate running plan in the target area is listed from less to more according to the time spent. And based on the outdoor environment information and historical operation information, the indoor environment prediction information in the target area during the operation of each plan is determined respectively, and provided to step S1202; or according to the time length from short to long, it is determined to run according to a candidate control plan. According to the indoor environment prediction information in the target area, step S1202 is executed.
在此,若所述优选条件是基于能耗而设置的,则所述管理系统需计算在各候选运行方案所描述的相应时长内,且按照各候选运行方案控制空调系统期间所消耗的电能信息,即计算执行各候选运行方案所消耗的能耗信息。其中所述时长举例对应于所述第一控制方案的更新时长。Here, if the preferred conditions are set based on energy consumption, the management system needs to calculate the information about the electrical energy consumed during the control of the air conditioning system in accordance with each candidate operation plan within the corresponding duration described in each candidate operation plan , That is, calculate the energy consumption information consumed to execute each candidate operation plan. The example of the duration corresponds to the update duration of the first control scheme.
在此,在所述管理系统中预存有空调系统中各末端控制对象和冷热源在运行期间的电能能耗模型。所述电能能耗模型可为一种描述末端控制对象和冷热源运行期间电能变化的软件程序。所述电能能耗模型可根据所管理的空调系统中各末端控制对象和冷热源的型号等预先构建而成。所述电能能耗模型还可藉由利用非入侵或入侵式电能能耗检测方法所得到的电能 能耗序列进行分析得到的。例如,所述电能能耗检测方法包括:对所获取各区域的能耗序列进行变点检测得到变点序列;基于预先得到的各区域内空调系统运行状态变化所对应的电能能耗变化信息,对引起所述变点序列的设备运行状态变化事件序列进行映射以对所述空调系统中的相应末端控制对象和冷热源进行能耗监控,进而构建各末端控制对象和冷热源的电能能耗模型。Here, the electric energy consumption model of each terminal control object and cold and heat source in the air-conditioning system during operation is pre-stored in the management system. The electric energy consumption model may be a software program describing the change of electric energy during the operation of the terminal control object and the cold and heat source. The electric energy consumption model can be pre-built according to the model of each terminal control object and the cold and heat source in the managed air conditioning system. The electric energy energy consumption model can also be obtained by analyzing the electric energy energy consumption sequence obtained by the non-intrusive or invasive electric energy energy consumption detection method. For example, the electrical energy energy consumption detection method includes: performing change point detection on the acquired energy consumption sequence of each area to obtain the change point sequence; based on the pre-obtained electrical energy energy consumption change information corresponding to the change in the operating state of the air conditioning system in each area, Mapping the equipment operating state change event sequence that caused the change point sequence to monitor the energy consumption of the corresponding end control objects and cold and heat sources in the air conditioning system, and then construct the electrical energy of each end control object and the cold and heat sources Consumption model.
在一些示例中,利用所述电能能耗模型来分别确定执行各候选运行方案所消耗的电能。根据各候选运行方案中各末端控制对象和冷热源的机组类型和数量,并利用相应电能能耗模型计算在相应时长内的电能。In some examples, the electric energy consumption model is used to determine the electric energy consumed by executing each candidate operation scheme. According to the unit type and quantity of each terminal control object and cold and heat source in each candidate operation plan, and use the corresponding electric energy energy consumption model to calculate the electric energy in the corresponding time period.
在某些实施例中,管理系统以所预测的目标时段内至少一个目标区域的室内环境预测信息、从第三方所获取的天气预测信息、影响楼宇内环境变化的相关预测信息、历史运行数据等为输入参数,生成控制候选运行方案所配置的各末端控制对象和冷热源运行的控制指令,将所述控制指令输入至相应的电能能耗模型以得到相应候选运行方案所消耗的电能。其中,利用输入参数生成控制指令的方式可基于决策树或神经网络等机器学习算法而预先构建的软件算法,其训练方式与前述提及的软件算法相似,在此不再详述。In some embodiments, the management system uses the predicted indoor environment forecast information of at least one target area within the predicted target period, weather forecast information obtained from a third party, relevant forecast information affecting changes in the environment in the building, historical operating data, etc. For input parameters, generate control instructions for controlling the operation of each terminal control object and cold and heat source configured in the candidate operation plan, and input the control instructions into the corresponding electric energy consumption model to obtain the electric energy consumed by the corresponding candidate operation plan. Among them, the method of generating control instructions using input parameters can be pre-built software algorithms based on machine learning algorithms such as decision trees or neural networks. The training method is similar to the aforementioned software algorithms and will not be detailed here.
当利用上述电能能耗模型来确定若执行各候选运行方案所消耗的电能之后,在一些示例中,所述管理系统利用所述电能能耗模型计算每个候选运行方案运行时所消耗的电能,以便管理系统将每个候选运行方案按照能耗从小到大的次序排列后,依次计算每个候选运行方案运行时所述目标区域内的室内环境预测信息,并提供给步骤S1202。After the above-mentioned electric energy consumption model is used to determine the electric energy consumed if each candidate operation scheme is executed, in some examples, the management system uses the electric energy energy consumption model to calculate the electric energy consumed during the operation of each candidate operation scheme, So that the management system arranges each candidate operation scheme in the order of energy consumption from small to large, and sequentially calculates the indoor environment prediction information in the target area during operation of each candidate operation scheme, and provides it to step S1202.
在步骤S1202中,当所计算的室内环境预测信息满足所述期望环境条件时,确定所述第一控制方案;其中,所述第一控制方案包含符合所述期望环境条件的第一候选运行信息。In step S1202, when the calculated indoor environment prediction information satisfies the expected environmental condition, the first control scheme is determined; wherein the first control scheme includes first candidate operation information that meets the expected environmental condition.
在此,在按照预设的优选条件对所有的候选运行方案进行排序后,将最先计算出的符合所述期望环境条件的候选控制方案作为第一控制方案。该第一控制方案应至少包括控制目标区域中的至少一个末端控制对象及其运行参数,或者包括控制目标区域中的至少一个末端控制对象和冷热源及各自运行参数。请继续参阅图4,继续以图4为例,假设期望环境条件为28℃,则方案编号为9的方案可满足所述期望环境条件,将其确定为第一控制方案,所述第一控制方案仅包含第一候选运行信息,即仅包括控制目标区域中的末端控制对象及其运行参数。而假设期望环境条件为26℃,则方案编号为15的方案可满足所述期望环境条件,将其确定为第一控制方案,所述第一控制方案同时包含了第一候选运行信息和第二候选运行信息,即既包括控制目标区域中的末端控制对象及其运行参数,又包括了控制与所述末端控制对象连接的冷热源及其运行参数。Here, after sorting all candidate operation schemes according to preset preferred conditions, the candidate control scheme that meets the expected environmental conditions calculated first is taken as the first control scheme. The first control scheme should at least include at least one terminal control object in the control target area and its operating parameters, or at least one terminal control object in the control target area, cold and heat sources and respective operating parameters. Please continue to refer to Figure 4, continue to take Figure 4 as an example. Assuming that the expected environmental condition is 28°C, the scheme numbered 9 can meet the expected environmental conditions, and it is determined as the first control scheme. The plan only contains the first candidate operation information, that is, only the end control objects in the control target area and their operation parameters. Assuming that the expected environmental condition is 26°C, the scheme numbered 15 can meet the expected environmental conditions, and it is determined as the first control scheme. The first control scheme contains both the first candidate operation information and the second The candidate operation information includes not only the terminal control object and its operating parameters in the control target area, but also the cold and heat source connected to the terminal control object and its operating parameters.
在又一个示例性的实施例中,为了更准确地确定在相应控制操作下目标区域内环境的变 化过程,所述管理系统预先构建了对应所述目标区域的控制模型,为此,步骤S1201还包括以下步骤:预处理所述室外环境信息和所述第二候选运行信息,得到特征信息;将所述特征信息输入至预先构建的相应区域内末端控制对象的控制模型,并得到第一候选控制方案及所对应的室内环境预测信息。In yet another exemplary embodiment, in order to more accurately determine the change process of the environment in the target area under the corresponding control operation, the management system constructs a control model corresponding to the target area in advance. To this end, step S1201 also The method includes the following steps: preprocessing the outdoor environment information and the second candidate operation information to obtain characteristic information; inputting the characteristic information into a pre-built control model of the end control object in the corresponding area, and obtaining the first candidate control Project and corresponding indoor environment prediction information.
在某些实施例中,所述控制模型是基于相应区域内的室内环境历史信息、室外环境历史信息和相应区域内末端调控对象的历史运行信息构建而成的。其中,所述控制模型为包含决策树或神经网络等机器学习算法的软件算法;所述控制模型用以反映在空调系统和外界天气的控制下,该目标区域内环境信息随时间的变化情况。In some embodiments, the control model is constructed based on the historical information of the indoor environment, the historical information of the outdoor environment in the corresponding area, and the historical operation information of the terminal control objects in the corresponding area. Wherein, the control model is a software algorithm including a machine learning algorithm such as a decision tree or a neural network; the control model is used to reflect the change of environmental information in the target area over time under the control of the air conditioning system and external weather.
在某些实施例中,所述控制模型中至少机器学习的算法可通过预先标记的历史运行数据、室外环境历史信息和相应区域内末端调控对象的历史运行信息训练得到所述算法中的参数。例如,通过管理系统和控制系统各自所在设备之间的通信连接,所述管理系统先从控制系统获取空调系统的运行数据、天气信息和相应区域内所监测到的环境信息,并将所获取的上述数据进行预处理成相应算法所需的样本数据并训练所述算法,从而得到控制模型。其中,所述预处理过程用于将所获取的信息转换成可供算法(例如控制模型)处理的数据即特征信息,其包括但不限于:归一化处理、按照预设换算公式进行数据换算等。其中所述特征信息包含有物理含义的数据和/或没有物理含义的数据。例如所述特征信息中没有物理含义的数据包括室外环境信息与第二候选运行信息的乘积等。另外,以天气信息为例,所述预处理方式还可包括将所获取的当前天气信息处理成光照数据、室外湿球度值、干球温度值、室外相对湿度等有物理含义的数据。In some embodiments, at least the machine learning algorithm in the control model can be trained to obtain the parameters of the algorithm through pre-labeled historical operating data, outdoor environment historical information, and historical operating information of terminal control objects in the corresponding area. For example, through the communication connection between the equipment where the management system and the control system are located, the management system first obtains the operating data of the air conditioning system, weather information, and environmental information monitored in the corresponding area from the control system, and combines the obtained The above data is preprocessed into sample data required by the corresponding algorithm and the algorithm is trained to obtain a control model. Wherein, the preprocessing process is used to convert the acquired information into data that can be processed by an algorithm (such as a control model), that is, feature information, which includes but is not limited to: normalization processing, data conversion according to a preset conversion formula Wait. The feature information includes data with physical meaning and/or data without physical meaning. For example, the data that has no physical meaning in the feature information includes the product of outdoor environment information and second candidate operating information. In addition, taking weather information as an example, the preprocessing method may also include processing the acquired current weather information into data with physical meaning such as illumination data, outdoor wet bulb value, dry bulb temperature value, and outdoor relative humidity.
若经训练的控制模型的准确率达到预设准确率阈值,则训练完成。所述管理系统利用所述控制模型来确定所述目标时段内的预测信息下目标区域的第一候选控制方案及所对应的室内环境预测信息。例如,当需要获取某个时段的管理方案时,输入该时段对应的所获取到的预测信息,如天气预测信息和影响楼宇内环境变化的相关预测信息等,通过控制模型的计算,即可得到该时段目标区域的第一候选控制方案及所对应的室内环境预测信息。If the accuracy of the trained control model reaches the preset accuracy threshold, the training is completed. The management system uses the control model to determine the first candidate control scheme of the target area under the prediction information within the target time period and the corresponding indoor environment prediction information. For example, when you need to obtain a management plan for a certain period of time, enter the obtained forecast information corresponding to the period, such as weather forecast information and relevant forecast information that affects the environmental changes in the building, etc., through the calculation of the control model, you can get The first candidate control scheme of the target area in this period and the corresponding indoor environment prediction information.
在一个示例性的实施例中,由于每个区域中都包含了至少一个末端控制对象,因此通过上述控制模型可计算出至少一个第一候选控制方案及所对应的室内环境预测信息。当通过上述控制模型计算出多个第一候选控制方案及所对应的室内环境预测信息时,可在多个第一候选控制方案进行选择,以便将被选择的第一候选控制方案作为第一控制方案。In an exemplary embodiment, since each area contains at least one terminal control object, at least one first candidate control scheme and corresponding indoor environment prediction information can be calculated through the above-mentioned control model. When multiple first candidate control schemes and corresponding indoor environment prediction information are calculated through the above-mentioned control model, multiple first candidate control schemes can be selected, so that the selected first candidate control scheme can be used as the first control Program.
在某些实施例中,可基于预设的优选条件来筛选所述第一候选控制方案。所述预设的优选条件包括但不限于基于能耗设置的优选条件,或基于运行所述第一候选控制方案时所需消耗的时长来筛选第一候选控制方案。例如,以能耗最小为目标,可在所有满足所述期望环境 条件的第一候选控制方案中选取能耗最小的第一候选控制方案,以便将被选择的第一候选控制方案作为第一控制方案。又如,当遇到一些例如突发事件导致某目标区域的人数剧增等特殊状况时,需要对该目标区域的环境信息进行迅速调控,此时不考虑运行方案所消耗的能耗而仅考虑运行方案所花费的时长,则可在所有满足所述期望环境条件的第一候选控制方案中选取运行时能使相应区域在最短时间内达到所述期望环境条件的第一候选控制方案,以便将被选择的第一候选控制方案作为第一控制方案。In some embodiments, the first candidate control scheme may be screened based on preset preferred conditions. The preset preference conditions include, but are not limited to, preference conditions set based on energy consumption, or selection of the first candidate control scheme based on the time required to run the first candidate control scheme. For example, with the goal of minimizing energy consumption, the first candidate control scheme with the least energy consumption can be selected from all the first candidate control schemes that meet the expected environmental conditions, so that the selected first candidate control scheme is used as the first control Program. For another example, when encountering some special conditions such as a sudden increase in the number of people in a target area, it is necessary to quickly adjust the environmental information of the target area. At this time, the energy consumption of the operation plan is not considered but only the energy consumption is considered. The length of time it takes to run the plan, the first candidate control plan that can make the corresponding area reach the desired environmental condition in the shortest time can be selected from all the first candidate control plans that meet the desired environmental conditions, so as to The selected first candidate control plan serves as the first control plan.
在一个示例性的实施例中,为使通过上述过程得到的第一候选控制方案更符合预设的优选条件,还可通过对筛选出的第一候选控制方案进一步优化。在此,当所述室内环境预测信息满足所述期望环境条件时,还包括:在满足所述期望环境条件的基础上,将所述第一候选控制方案进行优化处理的过程。In an exemplary embodiment, in order to make the first candidate control scheme obtained through the foregoing process more consistent with the preset preferred conditions, the first candidate control scheme obtained by screening may be further optimized. Here, when the indoor environment prediction information satisfies the expected environmental conditions, it further includes: on the basis of meeting the expected environmental conditions, a process of performing optimization processing on the first candidate control scheme.
在一个示例性的实施例中,将所述第一候选控制方案进行优化处理的步骤包括:逐步调整所述第一候选控制方案中的第一候选运行信息,直至调整后的第一候选控制方案符合基于预设的优选条件和所述期望环境条件而设置的最优条件,并得到第一控制方案。In an exemplary embodiment, the step of performing optimization processing on the first candidate control scheme includes: gradually adjusting the first candidate operation information in the first candidate control scheme until the adjusted first candidate control scheme The optimal conditions set based on the preset preferred conditions and the expected environmental conditions are met, and the first control scheme is obtained.
其中,所述最优条件包括:在所计算的室内环境预测信息满足期望环境条件的限制下,从预设数量的候选控制方案中选取能耗最低(或耗时最短)的候选控制方案作为第一控制方案;在所计算的室内环境预测信息满足期望环境条件的限制下,末端控制对象的运行参数的变化梯度小于预设梯度阈值时,选取相应候选控制方案作为第一控制方案。Wherein, the optimal condition includes: under the constraint that the calculated indoor environment prediction information satisfies the expected environmental conditions, selecting the candidate control solution with the lowest energy consumption (or the shortest time-consuming) from a preset number of candidate control solutions as the first A control scheme; when the calculated indoor environment prediction information satisfies the expected environmental conditions, when the change gradient of the operating parameters of the terminal control object is less than the preset gradient threshold, the corresponding candidate control scheme is selected as the first control scheme.
在此,对通过上述过程得到的第一候选控制方案中的第一候选运行信息进行逐步调整,逐一计算调整后的方案是否满足所述期望环境条件。例如,假设预设的优选条件为基于能耗设置的优选条件,期望环境条件为26℃,采用控制模型初步计算出目标区域的第一候选控制方案为开三台末端控制对象:A、B、C,每台末端控制对象的运行参数为70HZ;进一步对该第一候选控制方案进行优化,首先可计算当调整A的运行参数为50HZ,B、C的运行参数为70HZ时,是否可使室内环境预测信息达到26℃;如果不满足,则将包含每台末端控制对象的运行参数为70HZ的第一候选控制方案作为第一控制方案;如果满足,则继续调整A、B、C的运行参数,当将A、B的运行参数均调整为50HZ,C的运行参数为70HZ时,重新判断是否可使室内环境预测信息仍能达到26℃,如果不满足,则将包含末端控制对象A的运行参数为50HZ,以及末端控制对象B、C的运行参数为70HZ的第一候选控制方案作为第一控制方案;如果满足,则继续调整末端控制对象的运行参数,直至遍历所有可调整的运行参数或者调整次数达到预设计数阈值为止。Here, the first candidate operation information in the first candidate control scheme obtained through the above process is gradually adjusted, and whether the adjusted scheme meets the expected environmental conditions is calculated one by one. For example, suppose that the preset preferred conditions are based on energy consumption settings, and the expected environmental condition is 26°C. Using the control model to preliminarily calculate the first candidate control plan for the target area is to open three terminal control objects: A, B, C. The operating parameter of each terminal control object is 70HZ; to further optimize the first candidate control plan, firstly, when the operating parameters of A are adjusted to 50HZ and the operating parameters of B and C are set to 70HZ, whether the indoor The environmental prediction information reaches 26℃; if it is not satisfied, the first candidate control plan including the operating parameters of each terminal control object of 70HZ will be used as the first control plan; if it is satisfied, continue to adjust the operating parameters of A, B, and C , When the operating parameters of A and B are adjusted to 50HZ, and the operating parameter of C is 70HZ, re-judge whether the indoor environment prediction information can still reach 26℃, if not, it will include the operation of terminal control object A The first candidate control scheme whose parameter is 50HZ and the operating parameters of terminal control objects B and C are 70HZ is used as the first control scheme; if it is satisfied, continue to adjust the operating parameters of the terminal control object until all adjustable operating parameters are traversed or The number of adjustments reaches the preset count threshold.
应当理解,所述优化处理的步骤可由控制模型来完成,也可由管理系统的优化模块配合控制模型来完成。例如,继续以上一段的举例为例,控制模型在得出至少一个候选控制方案 的基础上,对各候选控制方案的运行参数进行逐个调整,直到得出能耗最低的第一候选控制方案作为第一控制方案。在又一示例中,控制模型在得出至少一个候选控制方案的基础上,由管理系统的优化模块对第一候选控制方案中的第一候选运行信息进行逐步调整,将调整后的第一候选运行信息输入至控制模型中以得到相应的第一候选控制方案及所对应的室内环境预测信息,直到得到一最优的第一候选控制方案,将该最优的第一候选控制方案作为第一控制方案,并执行步骤S130。其中,所述第一候选运行信息包括末端控制对象的数量及其运行参数。例如,以候选控制方案中某一控制对象的运行参数w为上限阈值并划定一调整区间,在所述调整区间内随机一小于该运行参数w的运行参数w’;并利用控制模型重新计算按照包含运行参数w’的候选控制方案的控制下,相应目标区域的室内环境预测信息是否符合期望环境条件,若是,更新调整区间的上限阈值重复上述过程,直至得到该运行参数w’的变化梯度小于预设梯度阈值为止,并将梯度最小的运行参数w min替换候选控制方案中的运行参数w,并得到第一控制方案。 It should be understood that the steps of the optimization processing can be completed by the control model, or by the optimization module of the management system in cooperation with the control model. For example, continuing the example in the previous paragraph as an example, the control model, on the basis of obtaining at least one candidate control plan, adjusts the operating parameters of each candidate control plan one by one until the first candidate control plan with the lowest energy consumption is obtained as the first candidate control plan. One control plan. In another example, the control model obtains at least one candidate control plan, and the optimization module of the management system gradually adjusts the first candidate operation information in the first candidate control plan, and adjusts the adjusted first candidate control plan. The operation information is input into the control model to obtain the corresponding first candidate control plan and the corresponding indoor environment prediction information, until an optimal first candidate control plan is obtained, and the optimal first candidate control plan is taken as the first Control the scheme, and execute step S130. Wherein, the first candidate operation information includes the number of terminal control objects and their operation parameters. For example, take the operating parameter w of a control object in the candidate control plan as the upper threshold and define an adjustment interval, within the adjustment interval, an operating parameter w'that is less than the operating parameter w is randomly selected; and the control model is used to recalculate Under the control of the candidate control plan including the operating parameter w', whether the indoor environment prediction information of the corresponding target area meets the expected environmental conditions, if so, update the upper threshold of the adjustment interval and repeat the above process until the gradient of the operating parameter w'is obtained It is less than the preset gradient threshold, and the operating parameter w min with the smallest gradient is replaced with the operating parameter w in the candidate control scheme, and the first control scheme is obtained.
在各候选控制方案中还包括冷热源的第二候选控制方案。例如,目标区域的室内环境预测信息满足期望环境条件,需冷热源与相应末端控制对象配合运行,则候选控制方案中包含冷热源的第二候选控制方案。又如,目标区域的室内环境预测信息满足期望环境条件,无需冷热源与相应末端控制对象配合运行,则候选控制方案中所包含的冷热源的第二候选控制方案为空。Each candidate control plan also includes a second candidate control plan for the cold and heat source. For example, if the indoor environment prediction information of the target area meets the expected environmental conditions, and the cold and heat sources need to cooperate with the corresponding terminal control objects, then the candidate control plan includes the second candidate control plan of the cold and heat source. For another example, if the indoor environment prediction information of the target area meets the expected environmental conditions, and the cold and heat source does not need to cooperate with the corresponding terminal control object, the second candidate control plan of the cold and heat source included in the candidate control plan is empty.
当所计算的室内环境预测信息满足所述期望环境条件时,还确定用于控制所述空调系统中冷热源的第二控制方案;其中,所述第二控制方案包含符合所述期望环境条件的第二候选运行信息。在此,在确定对所述末端控制对象控制的第一控制方案的同时,还确定对所述冷热源控制的第二控制方案。When the calculated indoor environment prediction information satisfies the expected environmental conditions, a second control scheme for controlling the cold and heat sources in the air conditioning system is also determined; wherein, the second control scheme includes a second control scheme that meets the expected environmental conditions Second candidate running information. Here, while determining the first control scheme for controlling the terminal control object, a second control scheme for controlling the cold and heat source is also determined.
在一些实施例中,由于冷热源工作时的能耗大于末端控制对象工作时的能耗,因此在确定第一控制方案和第二控制方案时,优先考虑仅控制末端控制对象,以使所述目标区域的室内环境预测信息满足期望环境条件,此时的第二控制方案中的第二候选运行信息为空。当仅控制末端控制对象无法使所述目标区域的室内环境预测信息满足期望环境条件时,则可以通过控制冷热源来辅助末端控制对象,以使所述目标区域的室内环境预测信息满足期望环境条件。In some embodiments, since the energy consumption of the cold and heat source during operation is greater than the energy consumption of the end control object during operation, when determining the first control scheme and the second control scheme, priority is given to controlling only the end control object so that all The indoor environment prediction information of the target area meets the expected environmental conditions, and the second candidate operation information in the second control scheme at this time is empty. When only controlling the terminal control object cannot make the indoor environment prediction information of the target area meet the desired environmental conditions, the terminal control object can be assisted by controlling the cold and heat sources so that the indoor environment prediction information of the target area meets the desired environment condition.
在一些实施例中,一个冷热源可能同时连接多个区域的末端控制对象。当所述目标区域仅使用末端控制对象时,则目标区域与其他区域之间的影响可忽略不计。当所述目标区域需要借助冷热源来使所述目标区域的室内环境预测信息满足期望环境条件时,则与该冷热源连接的其他区域的控制方案也应当相应调整,以使各区域的环境预测信息均满足所述各区域自 身的期望环境条件。In some embodiments, one cold and heat source may be simultaneously connected to the end control objects of multiple regions. When the target area only uses the end control object, the influence between the target area and other areas is negligible. When the target area needs to use a cold and heat source to make the indoor environment prediction information of the target area meet the expected environmental conditions, the control plan of other areas connected to the cold and heat source should also be adjusted accordingly, so that the The environmental prediction information all meets the expected environmental conditions of each region.
利用前述提及的优化方式,管理系统按照降低冷热源的第二候选运行信息并配合降低后的冷热源的第二候选运行信息而调整末端控制对象的第一候选运行信息,对候选控制方案进行优化处理,并基于预设的最优条件得到第一控制方案和第二控制方案。Using the aforementioned optimization method, the management system adjusts the first candidate operation information of the terminal control object according to the second candidate operation information of the reduced cold and heat source and cooperates with the second candidate operation information of the reduced cold and heat source, and controls the candidate The scheme is optimized, and the first control scheme and the second control scheme are obtained based on the preset optimal conditions.
基于上述任一示例所得到的管理方案可被存储在管理系统所在服务端,在一些实施方式中,所述管理方法还包括以下步骤S130(未予以图示)。在步骤S130中,将所述第一控制方案呈现至控制所述空调系统的技术人员所使用的终端显示设备,以便技术人员按照所述第一控制方案控制空调系统的控制系统调整空调系统中的末端控制对象,或者告知技术人员控制系统按照所述第一控制方案执行对相应末端控制对象的控制操作。The management scheme obtained based on any of the above examples can be stored on the server where the management system is located. In some embodiments, the management method further includes the following step S130 (not shown). In step S130, the first control scheme is presented to the terminal display device used by the technician who controls the air conditioning system, so that the technician controls the control system of the air conditioning system to adjust the air conditioning system according to the first control scheme. End control object, or inform a technician that the control system executes the control operation on the corresponding end control object according to the first control scheme.
其中,所述终端显示设备可以显示所述管理系统所提供的WEB界面或客户端界面。所述终端显示设备包括但不限于:空调系统中控中心的显示屏、技术人员所使用的手机、个人电脑等。Wherein, the terminal display device may display a WEB interface or a client interface provided by the management system. The terminal display device includes, but is not limited to: the display screen of the control center of the air conditioning system, the mobile phone used by the technician, and the personal computer.
在一个示例性的实施例中,在步骤S130中还包括了同时将所述第二控制方案与所述第一控制方案发送至所述空调系统的控制系统的步骤。In an exemplary embodiment, step S130 further includes the step of simultaneously sending the second control scheme and the first control scheme to the control system of the air conditioning system.
在一些实施例中,当需要获取整个楼宇内所有区域的空调系统管理方案时,则获取所有区域相应的第一控制方案(或还包括第二控制方案),将各区域对应的第一控制方案(或还包括第二控制方案)集合后,即可得到整个楼宇的空调系统的管理方案。In some embodiments, when it is necessary to obtain the air-conditioning system management schemes of all areas in the entire building, the first control schemes (or the second control schemes) corresponding to all areas are obtained, and the first control schemes corresponding to each area (Or also including the second control plan) After the collection, the management plan of the air conditioning system of the entire building can be obtained.
在一些示例中,一方面,所述第一控制方案和第二控制方案在所述终端显示设备显示;另一方面,管理系统还将所述第一控制方案和第二控制方案发送给所述控制系统以便控制系统按照所述第一控制方案和第二控制方案对空调系统的相应末端控制对象和冷热源进行控制操作。其中,所述控制系统为设置在与管理系统通信连接的计算机设备中。所述计算机设备通常设置于楼宇侧或者其他能够控制楼宇各区域空调系统的机房内。所述管理系统将所得到的管理方案推送给控制系统,以供所述控制系统依据或参考管理方案执行空调系统的控制操作。在另一些示例中,所述管理系统可将所得到的管理方案推送至操作员所使用的终端设备。其中,所述终端设备包括但不限于操作员查看邮箱、文件的计算机终端或便携式终端等。操作员可参照所述管理方案操作控制系统,以控制相应空调系统。In some examples, on the one hand, the first control plan and the second control plan are displayed on the terminal display device; on the other hand, the management system also sends the first control plan and the second control plan to the The system is controlled so that the control system performs control operations on the corresponding terminal control objects and cold and heat sources of the air conditioning system according to the first control scheme and the second control scheme. Wherein, the control system is set in a computer device that is communicatively connected with the management system. The computer equipment is usually installed on the side of the building or in other computer rooms that can control the air conditioning system in each area of the building. The management system pushes the obtained management plan to the control system for the control system to execute the control operation of the air conditioning system according to or refer to the management plan. In other examples, the management system may push the obtained management solution to the terminal device used by the operator. Wherein, the terminal equipment includes, but is not limited to, a computer terminal or a portable terminal for an operator to check mailboxes and files. The operator can refer to the management plan to operate the control system to control the corresponding air conditioning system.
综上所述,本申请所提供的管理方法基于楼宇中各区域的特点设定各区域自身的期望环境条件,并分别计算各区域为达到期望环境条件所匹配的空调管理方案。由此可使楼宇中的各区域均能达到各自的期望环境条件,实现了更智能化的控制,特别是提供了对空调系统以最优运行成本运行的管理方式。In summary, the management method provided by this application sets the expected environmental conditions of each area based on the characteristics of each area in the building, and respectively calculates the air conditioning management plan for each area to achieve the expected environmental conditions. In this way, each area in the building can reach its own desired environmental conditions, and more intelligent control is realized, in particular, it provides a management method for the air-conditioning system to operate at the optimal operating cost.
请参阅图5,其显示为基于所获取的第一控制方案而执行的控制方法的流程图。在此, 对于空调系统的控制系统来说,在接收到所述第一控制方案后,可按照所述第一控制方案所提供的运行信息控制空调系统。Please refer to FIG. 5, which shows a flowchart of the control method executed based on the acquired first control scheme. Here, for the control system of the air conditioning system, after receiving the first control plan, the air conditioning system can be controlled according to the operation information provided by the first control plan.
其中,所述控制系统主要为安装在计算机设备中的软件系统。所述计算机设备包括但不限于以下任一种:服务器、服务器集群、计算机终端设备、移动终端设备等。所述计算机设备可设置于楼宇的控制中心的机房内,或者其他能够控制空调系统的机房内。所述计算机设备与配置有管理系统的服务端通信连接。所述计算机设备还与楼宇的计量装置、环境信息的传感装置等数据采集装置通信连接,用以向所述服务端提供相应的环境信息、用电量等数据,以便服务端反馈更准确的管理方案。Wherein, the control system is mainly a software system installed in computer equipment. The computer equipment includes, but is not limited to, any of the following: servers, server clusters, computer terminal equipment, mobile terminal equipment, and so on. The computer equipment can be set in the computer room of the control center of the building, or other computer rooms that can control the air conditioning system. The computer device is in communication connection with a server equipped with a management system. The computer equipment is also communicatively connected with data collection devices such as building metering devices and environmental information sensing devices to provide corresponding environmental information, power consumption and other data to the server, so that the server can provide more accurate feedback Management plan.
在步骤S210中,获取步骤S130中所确定的用于控制装配在目标区域的末端控制对象的第一控制方案;以及在步骤S220中,按照所述第一控制方案确定用于控制所述末端控制对象的第一控制信息和第一控制时间,以便在预设目标时段使相应目标区域中的环境达到预设的目标环境。In step S210, obtain the first control scheme for controlling the end control object installed in the target area determined in step S130; and in step S220, determine according to the first control scheme to control the end control The first control information and the first control time of the object are used to make the environment in the corresponding target area reach the preset target environment during the preset target period.
其中,所获取的第一控制方案可由管理系统主动按照预设推送时间主动推送至控制系统。或者,所述控制系统基于操作员所输入的需求信息生成包含所述需求信息的请求,所述管理系统基于所述请求生成选择条件,并藉由所述选择条件从多个候选控制方案中得到最优候选控制方案并作为第一控制方案反馈回所述控制系统。Wherein, the acquired first control scheme can be actively pushed to the control system by the management system according to the preset pushing time. Alternatively, the control system generates a request including the demand information based on the demand information input by the operator, the management system generates a selection condition based on the request, and obtains from a plurality of candidate control schemes by the selection condition The optimal candidate control scheme is fed back to the control system as the first control scheme.
在此,所述控制系统可预先配置包含未来的目标时段和在未来的目标时段内维持楼宇内多个区域的环境处于期望环境条件的目标,根据所获取的第一控制方案,为控制相应的末端控制对象生成待执行的控制信息和控制时间。其中,所述控制信息包括但不限于:末端控制对象的设备类别、运行数量、运行参数等。所述控制时间即为目标时段。Here, the control system may be pre-configured to include a target period in the future and a target of maintaining the environment of multiple areas in the building in the desired environmental conditions within the target period in the future. According to the acquired first control plan, it is necessary to control the corresponding The terminal control object generates control information and control time to be executed. Wherein, the control information includes, but is not limited to: the equipment type, operating quantity, operating parameters, etc. of the terminal control object. The control time is the target period.
在一个示例性的实施例中,所述管理系统还按照所述控制信息和控制时间向所述末端控制对象输出第一控制指令;或获取并显示对应目标区域的第一控制方案、和/或对应区域的第一控制信息和第一控制时间。In an exemplary embodiment, the management system further outputs a first control instruction to the terminal control object according to the control information and control time; or obtains and displays the first control plan corresponding to the target area, and/or The first control information and the first control time of the corresponding area.
在一些实施方式中,控制系统可按照所生成的控制信息和控制时间控制所述空调系统中的末端控制对象。例如,在目标时段前,所述控制系统获取相应的第一控制方案并确定控制信息和控制时间(即目标时段),在监测到系统时间到达所述控制时间即目标时段所对应的起始时段时,按照所述控制信息生成控制指令发送至空调系统,以控制空调系统。In some embodiments, the control system may control the terminal control object in the air conditioning system according to the generated control information and control time. For example, before the target time period, the control system obtains the corresponding first control plan and determines the control information and control time (ie the target time period), after monitoring that the system time reaches the control time, that is, the start time period corresponding to the target time period At this time, a control instruction is generated and sent to the air conditioning system according to the control information to control the air conditioning system.
在另一些实施方式中,控制系统获取并显示所述第一控制方案、和/或所述控制信息和控制时间。其中,所述控制系统所在计算机设备可连接有显示器,操作员通过显示器查看所述第一控制方案、和/或所述控制信息和控制时间。In other embodiments, the control system acquires and displays the first control scheme, and/or the control information and control time. Wherein, the computer equipment where the control system is located may be connected to a display, and the operator can view the first control scheme, and/or the control information and control time through the display.
在一些示例中,控制系统将所获取的第一控制方案通过列表等方式显示给操作员,以供 操作员参考。在另一些示例中,控制系统在基于步骤S220得到控制时间和控制信息后,将所述控制信息和控制时间显示给操作员,以供操作员参考。在又一些示例中,控制系统将所述第一控制方案、控制信息和控制时间均显示给操作员,以供操作员参考。In some examples, the control system displays the acquired first control scheme to the operator through a list or the like for the operator's reference. In other examples, after obtaining the control time and control information based on step S220, the control system displays the control information and control time to the operator for reference. In still other examples, the control system displays the first control scheme, control information, and control time to the operator for reference.
在一个示例性的实施例中,当所述目标区域中的末端控制对象不足以使该区域满足期望环境条件时,需要通过冷热源的辅助来使该区域满足期望环境条件。在此,在基于管理方法所确定的用于控制所述空调系统的冷热源的第二控制方案基础上,所述控制方法还包括:按照所述第二控制方案确定控制所述冷热源的控制信息和控制时间。In an exemplary embodiment, when the end control object in the target area is not enough to make the area meet the desired environmental condition, the area needs to be assisted by the cold and heat source to make the area meet the desired environmental condition. Here, on the basis of the second control scheme for controlling the cold and heat source of the air conditioning system determined based on the management method, the control method further includes: determining to control the cold and heat source according to the second control scheme Control information and control time.
其中,所获取的第二控制方案可由管理系统主动按照预设推送时间主动推送至控制系统。或者,所述控制系统基于操作员所输入的需求信息生成包含所述需求信息的请求,所述管理系统基于所述请求生成选择条件,并藉由所述选择条件从多个候选控制方案中得到最优候选控制方案并作为第二控制方案反馈回所述控制系统。Wherein, the acquired second control scheme can be actively pushed to the control system by the management system according to the preset pushing time. Alternatively, the control system generates a request including the demand information based on the demand information input by the operator, the management system generates a selection condition based on the request, and obtains from a plurality of candidate control schemes by the selection condition The optimal candidate control scheme is fed back to the control system as the second control scheme.
在此,所述控制系统可预先配置包含未来的目标时段和在未来的目标时段内辅助维持楼宇内多个区域的环境处于期望环境条件的目标,根据所获取的第二控制方案,为控制相应的冷热源生成待执行的控制信息和控制时间。其中,所述控制信息包括但不限于:冷热源的设备类别、运行数量、运行参数等。所述控制时间即为目标时段。Here, the control system can be pre-configured to include a target period in the future and in the future target period to assist in maintaining the environment of multiple areas in the building in the desired environmental conditions, according to the obtained second control plan, to control the corresponding The cold and heat source generates the control information and control time to be executed. Wherein, the control information includes, but is not limited to: equipment type, operating quantity, operating parameters, etc. of the cold and heat source. The control time is the target period.
在一个示例性的实施例中,所述管理系统还按照所述控制信息和控制时间向冷热源输出第二控制指令;或获取并显示所述第二控制方案、和/或第二控制信息和第二控制时间。In an exemplary embodiment, the management system further outputs a second control instruction to the cold and heat source according to the control information and control time; or obtains and displays the second control scheme and/or second control information And the second control time.
在一些实施方式中,控制系统可按照所生成的控制信息和控制时间控制所述空调系统中的冷热源。例如,在目标时段前,所述控制系统获取相应的第二控制方案并确定控制信息和控制时间(即目标时段),在监测到系统时间到达所述控制时间即目标时段所对应的起始时段时,按照所述控制信息生成控制指令发送至空调系统,以控制空调系统。In some embodiments, the control system can control the cold and heat sources in the air conditioning system according to the generated control information and control time. For example, before the target time period, the control system obtains the corresponding second control plan and determines the control information and the control time (ie the target time period), after monitoring that the system time reaches the control time, which is the starting time period corresponding to the target time period At this time, a control instruction is generated and sent to the air conditioning system according to the control information to control the air conditioning system.
在另一些实施方式中,控制系统获取并显示所述第二控制方案、和/或所述控制信息和控制时间。其中,所述控制系统所在计算机设备可连接有显示器,操作员通过显示器查看所述第二控制方案、和/或所述控制信息和控制时间。In other embodiments, the control system acquires and displays the second control scheme, and/or the control information and control time. Wherein, the computer equipment where the control system is located may be connected to a display, and the operator can view the second control scheme, and/or the control information and control time through the display.
在一些示例中,控制系统将所获取的第二控制方案通过列表等方式显示给操作员,以供操作员参考。在另一些示例中,控制系统在基于步骤S220得到控制时间和控制信息后,将所述控制信息和控制时间显示给操作员,以供操作员参考。在又一些示例中,控制系统将所述第二控制方案、控制信息和控制时间均显示给操作员,以供操作员参考。In some examples, the control system displays the acquired second control scheme to the operator through a list or the like, for reference by the operator. In other examples, after obtaining the control time and control information based on step S220, the control system displays the control information and control time to the operator for reference. In still other examples, the control system displays the second control plan, control information, and control time to the operator for reference.
综上所述,本申请所提供的空调系统的控制方法通过采用所获取的第一控制方案进行空调系统的控制操作,以实现对空调系统的优化控制。In summary, the control method of the air-conditioning system provided by the present application performs the control operation of the air-conditioning system by adopting the acquired first control scheme, so as to realize the optimized control of the air-conditioning system.
请参阅图6,其显示为一种服务端的结构示意图。所述服务端包括但不限于单台服务器、 服务器集群、分布式服务器群、云服务端等。在此,根据实际设计,所述服务端可配置于位于楼宇侧机房内的服务器设备中。例如,所述单台服务器或服务器集群位于楼宇侧的机房内。根据实际设计,所述服务端由云提供商所提供的云服务端提供。其中,所述云服务端包括公共云(Public Cloud)服务端与私有云(Private Cloud)服务端,其中,所述公共或私有云服务端包括Software-as-a-Service(软件即服务,SaaS)、Platform-as-a-Service(平台即服务,PaaS)及Infrastructure-as-a-Service(基础设施即服务,IaaS)等。所述私有云服务端例如阿里云计算服务平台、亚马逊(Amazon)云计算服务平台、百度云计算平台、腾讯云计算平台等等。Please refer to Figure 6, which shows a schematic diagram of a server structure. The server includes but is not limited to a single server, server cluster, distributed server cluster, cloud server, etc. Here, according to the actual design, the server can be configured in a server device located in the computer room on the building side. For example, the single server or server cluster is located in the computer room on the building side. According to the actual design, the service end is provided by the cloud service end provided by the cloud provider. Wherein, the cloud server includes a public cloud (Public Cloud) server and a private cloud (Private Cloud) server, where the public or private cloud server includes Software-as-a-Service (Software-as-a-Service, SaaS) ), Platform-as-a-Service (Platform-as-a-Service, PaaS) and Infrastructure-as-a-Service (Infrastructure-as-a-Service, IaaS), etc. The private cloud service terminal is for example Alibaba Cloud Computing Service Platform, Amazon Cloud Computing Service Platform, Baidu Cloud Computing Platform, Tencent Cloud Computing Platform, etc.
所述服务端与楼宇侧的控制系统、以及第三方系统通信连接。其中,所述控制系统为设置在楼宇侧的计算机设备所运行的软件系统,其借助于计算机设备收集楼宇内所布置的各传感装置所探测的环境信息,获取空调系统的运行数据以及向所述空调系统输出控制指令等。例如,在楼宇的各楼层分布着温度传感装置、湿度传感装置、烟雾探测装置等,所述控制系统获得上述任一种或多种传感装置所提供的环境信息,并通过通信网络传递给管理系统。所述第三方系统可为能提供管理系统所需互联网数据的其他服务端或计算机设备。例如,管理系统利用爬虫技术获取互联网中与空调系统管理相关的互联网数据。其中所述互联网数据举例包括天气预报信息,和/或与空调系统相关但未能从所述控制系统获取的其他信息等。The server is in communication connection with the control system on the building side and the third-party system. Wherein, the control system is a software system operated by computer equipment installed on the building side, which collects environmental information detected by various sensor devices arranged in the building by means of computer equipment, obtains operating data of the air-conditioning system and reports to the The air conditioning system outputs control commands, etc. For example, temperature sensing devices, humidity sensing devices, smoke detection devices, etc. are distributed on each floor of a building, and the control system obtains environmental information provided by any one or more of the above-mentioned sensing devices and transmits it through a communication network To the management system. The third-party system may be other server or computer equipment that can provide Internet data required by the management system. For example, the management system uses crawler technology to obtain Internet data related to air conditioning system management in the Internet. The Internet data includes, for example, weather forecast information, and/or other information related to the air conditioning system but not obtained from the control system.
请继续参阅图6,所述服务端包括接口单元14、存储单元12、以及处理单元13。其中,存储单元12包含非易失性存储器、存储服务器等。其中,所述非易失性存储器举例为固态硬盘或U盘等。所述存储服务器用于存储所获取的各种用电相关信息和供电相关信息。接口单元14包括网络接口、数据线接口等。其中所述网络接口包括但不限于:以太网的网络接口装置、基于移动网络(3G、4G、5G等)的网络接口装置、基于近距离通信(WiFi、蓝牙等)的网络接口装置等。所述数据线接口包括但不限于:USB接口、RS232等。所述接口单元与所述控制系统、第三方系统、互联网等数据连接。处理单元13连接接口单元14和存储单元12,其包含:CPU或集成有CPU的芯片、可编程逻辑器件(FPGA)和多核处理器中的至少一种。处理单元13还包括内存、寄存器等用于临时存储数据的存储器。Please continue to refer to FIG. 6, the server includes an interface unit 14, a storage unit 12, and a processing unit 13. Among them, the storage unit 12 includes a non-volatile memory, a storage server, and the like. Wherein, the non-volatile memory is, for example, a solid state hard disk or a U disk. The storage server is used to store various information related to power consumption and power supply. The interface unit 14 includes a network interface, a data line interface, and the like. The network interface includes, but is not limited to: an Ethernet network interface device, a mobile network (3G, 4G, 5G, etc.)-based network interface device, a short-range communication (WiFi, Bluetooth, etc.)-based network interface device, etc. The data line interface includes but is not limited to: USB interface, RS232, etc. The interface unit is data connected with the control system, third-party system, Internet, etc. The processing unit 13 is connected to the interface unit 14 and the storage unit 12, and includes at least one of a CPU or a chip integrated with the CPU, a programmable logic device (FPGA), and a multi-core processor. The processing unit 13 also includes a memory for temporarily storing data, such as memory and registers.
所述接口单元14用于与控制系统所在计算机设备进行数据通信。其中,所述控制系统用于控制楼宇的空调系统。在此,所述接口单元14举例为网卡,可通过互联网或搭建的专用网络与计算机设备通信连接。The interface unit 14 is used for data communication with the computer equipment where the control system is located. Wherein, the control system is used to control the air conditioning system of the building. Here, the interface unit 14 is an example of a network card, which can be connected to the computer equipment through the Internet or a dedicated network.
所述存储单元12用于存储至少一个程序。在此,所述存储单元12举例包括设置在服务端的硬盘并储存有所述至少一种程序,除此之外,根据程序运行期间所需获取的外部数据,至所述接口单元14所获取的各种信息被储存在存储单元12中。其中,所述各种信息包括前述提及的天气预测信息、所监测的楼宇内的环境信息和影响楼宇内环境变化的相关信息等。The storage unit 12 is used to store at least one program. Here, the storage unit 12 includes, for example, a hard disk set on the server side and stores the at least one program. In addition, according to the external data that needs to be acquired during the running of the program, to the interface unit 14 Various information is stored in the storage unit 12. Among them, the various information includes the aforementioned weather forecast information, monitored environmental information in the building, and related information that affects environmental changes in the building.
所述处理单元13用于调用所述至少一个程序以协调所述接口单元和存储单元执行前述任一示例所提及的管理方法。其中,所述管理方法如图1及所对应的描述所示,在此不再重述。The processing unit 13 is configured to call the at least one program to coordinate the interface unit and the storage unit to execute the management method mentioned in any of the foregoing examples. Wherein, the management method is shown in FIG. 1 and the corresponding description, which will not be repeated here.
请参阅图7,其显示为一种计算机设备的结构示意图。所述计算机设备包括但不限于单台服务器、服务器集群、计算机终端设备、移动终端设备等。其中,所述计算机设备可设置在楼宇侧的机房中或其他能控制空调系统的机房中。其中,所述计算机设备可与分布在楼宇的各楼层的温度传感装置、湿度传感装置、烟雾探测装置等数据连接,以使配置在计算机设备中的控制系统可获得上述任一种或多种传感装置所提供的环境信息,并通过通信网络传递给管理系统。Please refer to FIG. 7, which shows a schematic diagram of the structure of a computer device. The computer equipment includes, but is not limited to, a single server, a server cluster, computer terminal equipment, mobile terminal equipment, and the like. Wherein, the computer equipment can be set in the computer room on the building side or in other computer rooms that can control the air conditioning system. Wherein, the computer equipment can be connected to temperature sensing devices, humidity sensing devices, smoke detection devices, etc. distributed on each floor of the building, so that the control system configured in the computer equipment can obtain any one or more of the above The environmental information provided by this sensor device is transmitted to the management system through the communication network.
如图7所示,所述计算机设备包括接口单元21、存储单元22和处理单元23。其中,存储单元22包含非易失性存储器、存储服务器等。其中,所述非易失性存储器举例为固态硬盘或U盘等。所述存储服务器用于存储所获取的各种用电相关信息和供电相关信息。接口单元21包括网络接口、数据线接口等。其中所述网络接口包括但不限于:以太网的网络接口装置、基于移动网络(3G、4G、5G等)的网络接口装置、基于近距离通信(WiFi、蓝牙等)的网络接口装置等。所述数据线接口包括但不限于:USB接口、RS232等。所述接口单元与各传感装置、第三方系统、互联网等数据连接。处理单元23连接接口单元21和存储单元22,其包含:CPU或集成有CPU的芯片、可编程逻辑器件(FPGA)和多核处理器中的至少一种。处理单元23还包括内存、寄存器等用于临时存储数据的存储器。As shown in FIG. 7, the computer device includes an interface unit 21, a storage unit 22 and a processing unit 23. Among them, the storage unit 22 includes a non-volatile memory, a storage server, and the like. Wherein, the non-volatile memory is, for example, a solid state hard disk or a U disk. The storage server is used to store various information related to power consumption and power supply. The interface unit 21 includes a network interface, a data line interface, and the like. The network interface includes, but is not limited to: an Ethernet network interface device, a mobile network (3G, 4G, 5G, etc.)-based network interface device, a short-range communication (WiFi, Bluetooth, etc.)-based network interface device, etc. The data line interface includes but is not limited to: USB interface, RS232, etc. The interface unit is connected to various sensing devices, third-party systems, the Internet and other data. The processing unit 23 is connected to the interface unit 21 and the storage unit 22, and includes at least one of a CPU or a chip integrated with the CPU, a programmable logic device (FPGA), and a multi-core processor. The processing unit 23 also includes a memory for temporarily storing data, such as memory and registers.
所述接口单元14用于与一管理系统所在服务端进行数据通信。其中,所述管理系统用于生成并提供管理所述空调系统的控制方案。例如,所述服务端为图6及所对应的描述的服务端。The interface unit 14 is used for data communication with a server where a management system is located. Wherein, the management system is used to generate and provide a control plan for managing the air conditioning system. For example, the server is the server described in FIG. 6 and the corresponding description.
在此,所述接口单元21举例包括网卡,其一方面通过互联网或搭建的专用网络与服务端通信连接,另一方面与各传感装置通信连接。例如,所述接口单元收集管理系统所需的楼宇内的环境信息等,将所监测的楼宇内的环境信息发送给服务端,以及接收服务端基于各种信息所生成的管理方案。另外,所述接口单元还包括与空调系统相连的数据接口,用以向空调系统输出控制指令。Here, the interface unit 21 includes, for example, a network card, which on the one hand communicates with the server through the Internet or a built-up dedicated network, and on the other hand communicates with each sensor device. For example, the interface unit collects environmental information in the building required by the management system, sends the monitored environmental information in the building to the server, and receives the management plan generated by the server based on various information. In addition, the interface unit also includes a data interface connected to the air-conditioning system for outputting control commands to the air-conditioning system.
所述存储单元22用于存储至少一个程序。在此,所述存储单元22举例包括设置在计算机设备中的硬盘。除此之外,根据程序运行期间所需获取的外部数据,所述接口单元21所获取的各种信息被储存在存储单元22中。其中,所述各种信息包括所监测的楼宇内的环境信息和管理方案等。The storage unit 22 is used to store at least one program. Here, the storage unit 22 includes, for example, a hard disk provided in a computer device. In addition, various information acquired by the interface unit 21 is stored in the storage unit 22 according to the external data acquired during the running of the program. Wherein, the various information includes environmental information and management plans in the monitored building.
所述处理单元23用于调用所述至少一个程序以协调所述接口单元和存储单元执行前述 任一示例所提及的控制方法。其中,所述控制方法如图3及所对应的描述所示,在此不再重述。The processing unit 23 is configured to call the at least one program to coordinate the interface unit and the storage unit to execute the control method mentioned in any of the foregoing examples. Wherein, the control method is shown in FIG. 3 and the corresponding description, which will not be repeated here.
依据本申请所提及的技术方案,本申请还提供一种控制平台。所述控制平台包括前述提及的服务端和计算机设备,在此不再一一详述。在一些示例中,所述服务端和计算机设备通过互联网通信连接。在又一些示例中,所述服务端和计算机设备均位于云服务端,并通信连接被控的空调系统。在另一些示例中,所述服务端和计算机设备均位于楼宇侧的机房,并控制该楼宇的空调系统。According to the technical solution mentioned in this application, this application also provides a control platform. The control platform includes the aforementioned server and computer equipment, which will not be detailed here. In some examples, the server and the computer device are communicatively connected via the Internet. In still other examples, the server and the computer equipment are both located on the cloud server and are communicatively connected to the controlled air conditioning system. In other examples, the server and computer equipment are both located in the computer room on the side of the building and control the air conditioning system of the building.
请参阅图8,其显示为楼宇中空调系统的控制平台的架构示意图。其中,所述控制平台中的所述服务端31可从第三方系统33及互联网34中获取与确定管理方案相关的信息,如获取天气预报信息、节假日信息等。所述服务端31还可藉由计算机设备32来获取楼宇多个区域内所监测的环境信息以及所消耗的电能,例如,计算机设备32通过连接传感装置36(如温度传感器、湿度传感器、烟雾传感器等)收集楼宇多个区域内的环境信息,通过连接计量装置35(如电表)收集楼宇的用电量,所述计算机设备32将所收集的各类信息提供给服务端31。所述服务端31根据所收集的各类信息训练控制模型、电能能耗模型等。Please refer to Figure 8, which shows a schematic diagram of the architecture of the control platform of the air conditioning system in the building. Wherein, the server 31 in the control platform can obtain information related to determining the management plan from the third-party system 33 and the Internet 34, such as obtaining weather forecast information, holiday information, and so on. The server 31 can also use the computer equipment 32 to obtain the monitored environmental information and the power consumption in multiple areas of the building. For example, the computer equipment 32 connects to the sensing device 36 (such as temperature sensor, humidity sensor, smoke sensor, etc.). Sensors, etc.) collect environmental information in multiple areas of the building, and collect the electricity consumption of the building by connecting to a metering device 35 (such as an electric meter). The computer device 32 provides various types of collected information to the server 31. The server 31 trains a control model, an electric energy consumption model, etc. according to various collected information.
在得到训练后的控制模型、电能能耗模型之后,所述控制平台控制空调系统的工作过程举例如下:After obtaining the trained control model and electric energy consumption model, the working process of the control platform controlling the air conditioning system is as follows:
所述服务端获取未来的目标时段内的预测信息,所述预测信息包括室外环境信息和影响楼宇多个区域内环境变化的相关预测信息等。服务端根据预先构建的对应多个区域中的目标区域的控制模型,逐一确定该目标区域中的每个候选控制方案运行时,所述目标区域的室内环境预测信息,其中,所述候选控制方案包括对至少一个末端控制对象控制的第一控制方案和对冷热源控制的第二控制方案,从而将每个候选控制方案对应的室内环境预测信息与所述目标区域的期望环境条件比较,在能够满足所述目标区域的期望环境条件的候选控制方案中,依据预设的优选条件,选取符合预设的优选条件的候选控制方案,将其确定为所述空调系统的控制方案,并将所确定的控制方案反馈给计算机设备;所述计算机设备根据控制方案中所提供的末端控制对象,或末端控制对象和冷热源生成对应启用控制方案的控制信息,并将目标时段的起始时间作为控制时间,在监测到本机时间到达所述控制时间时,向空调系统输出基于控制信息而生成的控制指令以启用所述控制方案。The server obtains forecast information within a target time period in the future, and the forecast information includes outdoor environmental information and relevant forecast information that affects environmental changes in multiple areas of the building. The server determines the indoor environment prediction information of the target area when each candidate control scheme in the target area is running according to a pre-built control model corresponding to the target area in multiple areas, wherein the candidate control scheme It includes a first control scheme for controlling at least one terminal control object and a second control scheme for controlling cold and heat sources, so as to compare the indoor environment prediction information corresponding to each candidate control scheme with the expected environmental conditions of the target area. Among the candidate control schemes that can meet the expected environmental conditions of the target area, the candidate control scheme that meets the preset preference conditions is selected according to the preset preference conditions, and the candidate control scheme is determined as the control scheme of the air-conditioning system, and all The determined control scheme is fed back to the computer equipment; the computer equipment generates control information corresponding to the activation control scheme according to the end control object provided in the control scheme, or the end control object and the cold and heat source, and uses the start time of the target period as The control time, when it is monitored that the time of the local machine reaches the control time, a control instruction generated based on the control information is output to the air conditioning system to activate the control scheme.
另外需要说明的是,通过以上的实施方式的描述,本领域的技术人员可以清楚地了解到本申请的部分或全部可借助软件并结合必需的通用硬件平台来实现。基于这样的理解,本申请还提供一种计算机可读存储介质,所述存储介质存储有至少一个程序,所述至少一种程序在被调用时执行前述的任一所述的储能管理方法。此外,本申请还提供一种计算机可读存储 介质,所述存储介质存储有至少一个程序,所述至少一种程序在被调用时执行前述的任一所述的楼宇中空调系统的管理方法。In addition, it should be noted that through the description of the above implementation manners, those skilled in the art can clearly understand that part or all of this application can be implemented by means of software in combination with a necessary general hardware platform. Based on this understanding, the present application also provides a computer-readable storage medium that stores at least one program, and the at least one program executes any of the foregoing energy storage management methods when called. In addition, the present application also provides a computer-readable storage medium that stores at least one program, and when called, the at least one program executes any one of the aforementioned methods for managing an air conditioning system in a building.
基于这样的理解,本申请的技术方案本质上或者说对现有技术做出贡献的部分可以以软件产品的形式体现出来,该计算机软件产品可包括其上存储有机器可执行指令的一个或多个机器可读介质,这些指令在由诸如计算机、计算机网络或其他电子设备等一个或多个机器执行时可使得该一个或多个机器根据本申请的实施例来执行操作。例如执行机器人的定位方法中的各步骤等。机器可读介质可包括,但不限于,软盘、光盘、CD-ROM(紧致盘-只读存储器)、磁光盘、ROM(只读存储器)、RAM(随机存取存储器)、EPROM(可擦除可编程只读存储器)、EEPROM(电可擦除可编程只读存储器)、磁卡或光卡、闪存、或适于存储机器可执行指令的其他类型的介质/机器可读介质。其中,所述存储介质可位于服务端也可位于第三方服务器中,如位于提供某应用商城的服务器中。在此对具体应用商城不做限制,如小米应用商城、华为应用商城、苹果应用商城等。Based on this understanding, the technical solution of the present application essentially or the part that contributes to the prior art can be embodied in the form of a software product. The computer software product can include one or more machine executable instructions stored thereon. A machine-readable medium, when these instructions are executed by one or more machines, such as a computer, a computer network, or other electronic devices, can cause the one or more machines to perform operations according to the embodiments of the present application. For example, perform the steps in the robot positioning method. Machine-readable media may include, but are not limited to, floppy disks, optical disks, CD-ROM (compact disk-read only memory), magneto-optical disks, ROM (read only memory), RAM (random access memory), EPROM (erasable Except programmable read-only memory), EEPROM (electrically erasable programmable read-only memory), magnetic or optical cards, flash memory, or other types of media/machine-readable media suitable for storing machine-executable instructions. Wherein, the storage medium may be located in the server or a third-party server, such as a server that provides an application mall. There are no restrictions on specific application malls, such as Xiaomi App Store, Huawei App Store, and Apple App Store.
本申请可用于众多通用或专用的计算系统环境或配置中。例如:个人计算机、服务器计算机、手持设备或便携式设备、平板型设备、多处理器系统、基于微处理器的系统、置顶盒、可编程的消费电子设备、网络PC、小型计算机、大型计算机、包括以上任何系统或设备的分布式计算环境等。This application can be used in many general or special computing system environments or configurations. For example: personal computers, server computers, handheld devices or portable devices, tablet devices, multi-processor systems, microprocessor-based systems, set-top boxes, programmable consumer electronic devices, network PCs, small computers, large computers, including Distributed computing environment of any of the above systems or equipment, etc.
本申请可以在由计算机执行的计算机可执行指令的一般上下文中描述,例如程序模块。一般地,程序模块包括执行特定任务或实现特定抽象数据类型的例程、程序、对象、组件、数据结构等等。也可以在分布式计算环境中实践本申请,在这些分布式计算环境中,由通过通信网络而被连接的远程处理设备来执行任务。在分布式计算环境中,程序模块可以位于包括存储设备在内的本地和远程计算机存储介质中。在此,本申请还提供一种计算机可读存储介质,所述计算机可读存储介质存储至少一种程序,所述至少一种程序在被调用时执行前述任一所述的楼宇中空调系统的控制方法。This application may be described in the general context of computer-executable instructions executed by a computer, such as program modules. Generally, program modules include routines, programs, objects, components, data structures, etc. that perform specific tasks or implement specific abstract data types. This application can also be practiced in distributed computing environments. In these distributed computing environments, remote processing devices connected through a communication network perform tasks. In a distributed computing environment, program modules can be located in local and remote computer storage media including storage devices. Here, the present application also provides a computer-readable storage medium that stores at least one program, and when called, the at least one program executes any one of the aforementioned in-building air conditioning systems Control Method.
上述实施例仅例示性说明本申请的原理及其功效,而非用于限制本申请。任何熟悉此技术的人士皆可在不违背本申请的精神及范畴下,对上述实施例进行修饰或改变。因此,举凡所属技术领域中具有通常知识者在未脱离本申请所揭示的精神与技术思想下所完成的一切等效修饰或改变,仍应由本申请的权利要求所涵盖。The foregoing embodiments only exemplarily illustrate the principles and effects of the present application, and are not used to limit the present application. Anyone familiar with this technology can modify or change the above-mentioned embodiments without departing from the spirit and scope of this application. Therefore, all equivalent modifications or changes made by persons with ordinary knowledge in the technical field without departing from the spirit and technical ideas disclosed in this application should still be covered by the claims of this application.

Claims (16)

  1. 一种楼宇中空调系统的管理方法,其特征在于,其中,楼宇中的多个区域装配有末端控制对象,其中,所述管理方法包括:A management method of an air conditioning system in a building, characterized in that, multiple areas in the building are equipped with terminal control objects, wherein the management method includes:
    获取未来的目标时段内的室外环境信息;Obtain outdoor environmental information in the target time period in the future;
    根据所述多个区域中的目标区域的期望环境条件和所述室外环境信息,生成用于在所述目标时段控制相应目标区域内的末端控制对象的第一控制方案;Generating a first control scheme for controlling the end control object in the corresponding target area during the target period according to the expected environmental conditions of the target area in the plurality of areas and the outdoor environmental information;
    将所述第一控制方案呈现至控制所述空调系统的技术人员所使用的终端显示设备。The first control scheme is presented to a terminal display device used by a technician who controls the air conditioning system.
  2. 根据权利要求1所述的楼宇中空调系统的管理方法,其特征在于,所述根据多个区域中的目标区域的期望环境条件和所述室外环境信息,生成用于控制相应目标区域内的末端控制对象的第一控制方案的步骤包括:The method for managing an air-conditioning system in a building according to claim 1, characterized in that, according to the expected environmental conditions of the target area in a plurality of areas and the outdoor environmental information, generate a terminal for controlling the corresponding target area The steps of the first control plan of the control object include:
    根据所获取的室外环境信息,所述空调系统中冷热源的第二候选运行信息,以及所述目标区域中末端控制对象的第一候选运行信息,计算所述目标区域内室内环境预测信息;Calculating the indoor environment prediction information in the target area according to the acquired outdoor environment information, the second candidate operation information of the cold and heat sources in the air conditioning system, and the first candidate operation information of the end control object in the target area;
    当所计算的室内环境预测信息满足所述期望环境条件时,确定所述第一控制方案;其中,所述第一控制方案包含符合所述期望环境条件的第一候选运行信息。When the calculated indoor environment prediction information meets the expected environmental condition, the first control scheme is determined; wherein the first control scheme includes first candidate operation information that meets the expected environmental condition.
  3. 根据权利要求2所述的楼宇中空调系统的管理方法,其特征在于,所述根据所获取的室外环境信息,所述空调系统中冷热源的第二候选运行信息,以及所述目标区域中末端控制对象的第一候选运行信息,计算所述目标区域内室内环境预测信息的步骤包括:The method for managing an air-conditioning system in a building according to claim 2, wherein the second candidate operation information of the cold and heat source in the air-conditioning system according to the acquired outdoor environment information, and the operation information in the target area For the first candidate operation information of the terminal control object, the step of calculating the indoor environment prediction information in the target area includes:
    按照预设的优选条件次序,提取预先构建的对应于所述目标区域的且包含所述第一候选运行信息和第二候选运行信息的至少一个候选控制方案;Extracting at least one candidate control scheme corresponding to the target area constructed in advance and containing the first candidate operation information and the second candidate operation information according to a preset order of preferred conditions;
    根据所获取的室外环境信息和所选取的候选控制方案,计算所述目标区域内室内环境预测信息。According to the acquired outdoor environment information and the selected candidate control scheme, the indoor environment prediction information in the target area is calculated.
  4. 根据权利要求2所述的楼宇中空调系统的管理方法,其特征在于,所述根据所获取的室外环境信息,所述空调系统中冷热源的第二候选运行信息,以及所述目标区域中末端控制对象的第一候选运行信息,计算所述目标区域内室内环境预测信息的步骤包括:The method for managing an air-conditioning system in a building according to claim 2, wherein the second candidate operation information of the cold and heat source in the air-conditioning system according to the acquired outdoor environment information, and the operation information in the target area For the first candidate operation information of the terminal control object, the step of calculating the indoor environment prediction information in the target area includes:
    预处理所述室外环境信息和所述第二候选运行信息,得到特征信息;Preprocessing the outdoor environment information and the second candidate operation information to obtain characteristic information;
    将所述特征信息输入至预先构建的相应区域内末端控制对象的控制模型,并得到第一候选控制方案及所对应的室内环境预测信息;其中,所述控制模型是基于相应区域内的室内环境历史信息、室外环境历史信息和相应区域内末端调控对象的历史运行信息构 建而成的。The characteristic information is input into the pre-built control model of the end control object in the corresponding area, and the first candidate control scheme and the corresponding indoor environment prediction information are obtained; wherein, the control model is based on the indoor environment in the corresponding area The historical information, outdoor environmental historical information and historical operation information of the terminal control objects in the corresponding area are constructed.
  5. 根据权利要求4所述的楼宇中空调系统的管理方法,其特征在于,当所述室内环境预测信息满足所述期望环境条件时,还包括:在满足所述期望环境条件的基础上,将所述第一候选控制方案进行优化处理。The method for managing an air conditioning system in a building according to claim 4, wherein when the indoor environment prediction information satisfies the expected environmental condition, it further comprises: on the basis of meeting the expected environmental condition, combining all The first candidate control scheme is optimized.
  6. 根据权利要求5所述的楼宇中空调系统的管理方法,其特征在于,所述将所述第一候选控制方案进行优化处理的步骤包括:The method for managing an air conditioning system in a building according to claim 5, wherein the step of performing optimization processing on the first candidate control scheme comprises:
    逐步调整所述第一候选控制方案中的第一候选运行信息,直至调整后的第一候选控制方案符合基于预设的优选条件和所述期望环境条件而设置的最优条件,并得到第一控制方案。The first candidate operation information in the first candidate control plan is gradually adjusted until the adjusted first candidate control plan meets the optimal conditions set based on the preset preferred conditions and the desired environmental conditions, and the first candidate control plan is obtained. Control plan.
  7. 根据权利要求1所述的楼宇中空调系统的管理方法,其特征在于,当所计算的室内环境预测信息满足所述期望环境条件时,还确定用于控制所述空调系统中冷热源的第二控制方案;其中,所述第二控制方案包含符合所述期望环境条件的第二候选运行信息。The method for managing an air-conditioning system in a building according to claim 1, wherein when the calculated indoor environment prediction information satisfies the expected environmental conditions, the second method for controlling the cold and heat sources in the air-conditioning system is also determined. Control scheme; wherein, the second control scheme includes second candidate operation information that meets the expected environmental conditions.
  8. 一种楼宇中空调系统的控制方法,其特征在于,包括:A control method of an air conditioning system in a building, which is characterized in that it includes:
    获取如权利要求1所述的管理方法所确定的用于控制装配在目标区域的末端控制对象的第一控制方案;Acquire the first control scheme for controlling the end control object installed in the target area as determined by the management method of claim 1;
    按照所述第一控制方案确定用于控制所述末端控制对象的第一控制信息和第一控制时间,以便在预设目标时段使相应目标区域中的环境达到预设的目标环境。The first control information and the first control time for controlling the terminal control object are determined according to the first control scheme, so that the environment in the corresponding target area reaches the preset target environment during the preset target period.
  9. 根据权利要求8所述的楼宇中空调系统的控制方法,其特征在于,还包括以下至少一种步骤:The method for controlling an air conditioning system in a building according to claim 8, characterized in that it further comprises at least one of the following steps:
    按照所述控制信息和控制时间向所述末端控制对象输出第一控制指令;或Output a first control instruction to the terminal control object according to the control information and control time; or
    获取并显示对应目标区域的第一控制方案、和/或对应区域的第一控制信息和第一控制时间。Acquire and display the first control scheme corresponding to the target area, and/or the first control information and the first control time of the corresponding area.
  10. 根据权利要求8所述的楼宇中空调系统的控制方法,其特征在于,还获取如权利要求7所述的管理方法所确定的用于控制所述空调系统的冷热源的第二控制方案;The control method of the air conditioning system in a building according to claim 8, wherein the second control scheme for controlling the cold and heat source of the air conditioning system determined by the management method of claim 7 is also obtained;
    所述控制方法还包括:按照所述第二控制方案确定控制所述冷热源的控制信息和控 制时间。The control method further includes: determining control information and control time for controlling the cold and heat source according to the second control plan.
  11. 根据权利要求10所述的楼宇中空调系统的控制方法,其特征在于,还包括以下至少一种步骤:The method for controlling an air conditioning system in a building according to claim 10, further comprising at least one of the following steps:
    按照所述控制信息和控制时间向冷热源输出第二控制指令;或Output a second control instruction to the cold and heat source according to the control information and control time; or
    获取并显示所述第二控制方案、和/或第二控制信息和第二控制时间。Acquire and display the second control scheme, and/or the second control information and the second control time.
  12. 一种服务端,其特征在于,包括:A server, which is characterized in that it includes:
    接口单元,用于与控制系统所在计算机设备进行数据通信;其中,所述控制系统用于控制楼宇的空调系统;The interface unit is used for data communication with the computer equipment where the control system is located; wherein the control system is used for controlling the air conditioning system of the building;
    存储单元,用于存储至少一个程序;以及A storage unit for storing at least one program; and
    处理单元,用于调用所述至少一个程序以协调所述接口单元和存储单元执行如权利要求1-7中任一所述的楼宇中空调系统的管理方法。The processing unit is configured to call the at least one program to coordinate the interface unit and the storage unit to execute the method for managing an air conditioning system in a building according to any one of claims 1-7.
  13. 一种计算机设备,用于控制楼宇中的空调系统,其特征在于,包括:A computer device used to control an air conditioning system in a building, which is characterized in that it includes:
    接口单元,用于与一管理系统所在服务端进行数据通信;其中,所述管理系统用于生成并提供管理所述空调系统的控制方案;The interface unit is used for data communication with a server where a management system is located; wherein the management system is used for generating and providing a control plan for managing the air conditioning system;
    存储单元,用于存储至少一个程序;以及A storage unit for storing at least one program; and
    处理单元,用于调用所述至少一个程序以协调所述接口单元和存储单元执行如权利要求8-11中任一所述的楼宇中空调系统的控制方法。The processing unit is configured to call the at least one program to coordinate the interface unit and the storage unit to execute the control method of the air conditioning system in a building according to any one of claims 8-11.
  14. 一种计算机可读存储介质,其特征在于,存储至少一种程序,所述至少一种程序在被调用时执行如权利要求1-7中任一所述的楼宇中空调系统的管理方法。A computer-readable storage medium, characterized in that it stores at least one program, and when called, the at least one program executes the method for managing an air conditioning system in a building according to any of claims 1-7.
  15. 一种计算机可读存储介质,其特征在于,存储至少一种程序,所述至少一种程序在被调用时执行如权利要求8-11中任一所述的楼宇中空调系统的控制方法。A computer-readable storage medium, characterized in that it stores at least one program, and when called, the at least one program executes the method for controlling an air conditioning system in a building according to any one of claims 8-11.
  16. 一种楼宇中空调系统的控制平台,其特征在于,包括:如权利要求12所述的服务端和如权利要求13所述的计算机设备。A control platform for an air conditioning system in a building, which is characterized by comprising: the server as claimed in claim 12 and the computer equipment as claimed in claim 13.
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Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114608187A (en) * 2022-03-01 2022-06-10 博锐尚格科技股份有限公司 Method, device and equipment for determining cold machine adjusting mode and storage medium
CN115031379A (en) * 2022-07-07 2022-09-09 北京格林贝斯装饰工程有限公司 Air conditioner control method and system, terminal device and storage medium
CN115907264A (en) * 2023-02-13 2023-04-04 成都秦川物联网科技股份有限公司 Intelligent gas patrol checking area generation method, internet of things system, device and medium

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114415558A (en) * 2021-12-15 2022-04-29 珠海格力电器股份有限公司 Equipment control method and device

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20140365017A1 (en) * 2013-06-05 2014-12-11 Jason Hanna Methods and systems for optimized hvac operation
CN106979580A (en) * 2016-01-19 2017-07-25 台达电子工业股份有限公司 The energy source optimization system and energy source optimization method of the air side apparatus of air-conditioning
CN108302719A (en) * 2018-01-29 2018-07-20 广东美的暖通设备有限公司 Control method, device, system and the storage medium of multi-online air-conditioning system
CN108826620A (en) * 2018-08-06 2018-11-16 南京邮电大学 The distributed control method of extensive heating ventilation air-conditioning system in the building of campus
CN109028480A (en) * 2018-06-08 2018-12-18 杭州古北电子科技有限公司 A kind of thermostatic constant wet control system and its method

Family Cites Families (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP4474975B2 (en) * 2004-03-31 2010-06-09 ダイキン工業株式会社 Area-specific environment provision control system and area-specific environment provision control method
CN105180374A (en) * 2015-10-13 2015-12-23 浙江大冲能源科技有限公司 Intelligent air conditioner terminal controllers and global comfort control system
CN109213033A (en) * 2018-08-23 2019-01-15 深圳供电局有限公司 A kind of building wisdom energy management method and system

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20140365017A1 (en) * 2013-06-05 2014-12-11 Jason Hanna Methods and systems for optimized hvac operation
CN106979580A (en) * 2016-01-19 2017-07-25 台达电子工业股份有限公司 The energy source optimization system and energy source optimization method of the air side apparatus of air-conditioning
CN108302719A (en) * 2018-01-29 2018-07-20 广东美的暖通设备有限公司 Control method, device, system and the storage medium of multi-online air-conditioning system
CN109028480A (en) * 2018-06-08 2018-12-18 杭州古北电子科技有限公司 A kind of thermostatic constant wet control system and its method
CN108826620A (en) * 2018-08-06 2018-11-16 南京邮电大学 The distributed control method of extensive heating ventilation air-conditioning system in the building of campus

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